{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports\n",
    "\n",
    "Import all the modules and functionalities we need."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "# Import standard libraries.\n",
    "import os\n",
    "import warnings\n",
    "\n",
    "# Import third party libraries.\n",
    "import matplotlib as mpl\n",
    "import matplotlib.image as mpimg\n",
    "from matplotlib.offsetbox import OffsetImage, AnnotationBbox\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from statsmodels.stats.multitest import multipletests\n",
    "from statsmodels.stats.proportion import proportions_ztest\n",
    "\n",
    "# Import custom libraries/scripts.\n",
    "import annotations\n",
    "import helpers\n",
    "\n",
    "warnings.filterwarnings(action='ignore', category=RuntimeWarning)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading data\n",
    "\n",
    "Fetch all our relevant data for the current analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set working contants.\n",
    "EXPERIMENTS_PATH = r'E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed'\n",
    "FPS = 60\n",
    "N_MINUTES = 60\n",
    "N_FRAMES = N_MINUTES * 60 * FPS\n",
    "INK = 'black'\n",
    "PPM = 8.8068"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set figure configurations.\n",
    "sns.set(\n",
    "        context='paper',\n",
    "        style='ticks',\n",
    "        font='sans-serif',\n",
    "        font_scale=1.0, \n",
    "        rc={\n",
    "            'axes.axisbelow': True,\n",
    "            'axes.edgecolor': INK,\n",
    "            'axes.facecolor': 'white' if INK=='black' else 'black',\n",
    "            'axes.grid': False,\n",
    "            'axes.labelcolor': INK,\n",
    "            'axes.labelsize': 13.0,\n",
    "            'axes.labelweight': 'normal',\n",
    "            'axes.linewidth': 1.0,\n",
    "            'axes.spines.left': True,\n",
    "            'axes.spines.bottom': True,\n",
    "            'axes.spines.top': False,\n",
    "            'axes.spines.right': False,\n",
    "            'axes.titlepad': 15.0,\n",
    "            'axes.titlesize': 20.0,\n",
    "            'axes.titleweight': 'bold',\n",
    "            'figure.facecolor': 'white' if INK=='black' else 'black',\n",
    "            'figure.figsize': [4.0, 4.0],\n",
    "            'figure.titlesize': 30.0,\n",
    "            'figure.titleweight': 'bold',\n",
    "            'font.family': ['sans-serif'],\n",
    "            'font.sans-serif': ['Arial'],\n",
    "            'legend.frameon': False,\n",
    "            'legend.fontsize': 11.0,\n",
    "            'lines.color': INK,\n",
    "            'lines.linewidth': 1.0,\n",
    "            'patch.edgecolor': INK,\n",
    "            'savefig.dpi': 300,\n",
    "            'savefig.format': 'png',\n",
    "            'savefig.bbox': 'tight',\n",
    "            'savefig.transparent': True,\n",
    "            'text.color': INK,\n",
    "            'text.usetex': False,\n",
    "            'xtick.color': INK,\n",
    "            'xtick.direction': 'out',\n",
    "            'xtick.labelsize': 12.0,\n",
    "            'xtick.major.pad': 5.0,\n",
    "            'xtick.major.size': 0.0,\n",
    "            'xtick.major.width': 1.0,\n",
    "            'xtick.minor.size': 0.0,\n",
    "            'xtick.minor.width': 0.4,\n",
    "            'ytick.color': INK,\n",
    "            'ytick.direction': 'out',\n",
    "            'ytick.labelsize': 12.0,\n",
    "            'ytick.major.pad': 5.0,\n",
    "            'ytick.major.size': 3.0,\n",
    "            'ytick.major.width': 1.0,\n",
    "            'ytick.minor.size': 0.0,\n",
    "            'ytick.minor.width': 0.4\n",
    "           }\n",
    "       )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Folder already exists, skipping.\n"
     ]
    }
   ],
   "source": [
    "# Prepare the Figures folder to save our graphs in.\n",
    "savepath = os.path.join(r'C:\\Users\\Miguel\\Desktop\\paper_data', 'paper_figures', 'figure1')\n",
    "try:\n",
    "    os.makedirs(savepath)\n",
    "    print('New folder created.')\n",
    "except FileExistsError:\n",
    "    print('Folder already exists, skipping.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Paths to conditions:\n",
      " ['E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin']\n"
     ]
    }
   ],
   "source": [
    "# Set the conditions to analyze.\n",
    "condition_order = ['virgin_virgin']\n",
    "conditions = [item.path for item in os.scandir(EXPERIMENTS_PATH) if item.name in condition_order]\n",
    "print('Paths to conditions:\\n', conditions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['video_2017-09-05T15_42_04_arena3', 'video_2017-09-07T13_28_02_arena4']\n",
      "2\n"
     ]
    }
   ],
   "source": [
    "# Create a list of all the experiments that we DO NOT want to analyze.\n",
    "intruders = []\n",
    "for condition_path in conditions:\n",
    "    for file in os.listdir(condition_path):\n",
    "        if 'quality_control' in file:\n",
    "\n",
    "            # Read the quality.csv file to check which experiments are usable for analysis.\n",
    "            quality_file = os.path.join(condition_path, file)\n",
    "            quality_df = pd.read_csv(quality_file, usecols=[0,1], index_col=0)\n",
    "            quality_df = quality_df[quality_df['is_usable'] == False].index.values\n",
    "            \n",
    "            for value in quality_df:\n",
    "                intruders.append(value)\n",
    "\n",
    "print(intruders)             \n",
    "print(len(intruders))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\n",
      " virgin_virgin\n",
      "Copulation too short: video_2017-09-06T13_42_13_arena3\n",
      "Copulation too short: video_2017-09-26T14_52_18_arena3\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'virgin_virgin': ['E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-05T13_28_41_arena4',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-05T14_34_55_arena2',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-06T13_42_13_arena1',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-06T14_45_32_arena3',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-07T14_37_38_arena3',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-07T14_37_38_arena4',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-08T13_26_13_arena3',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-12T13_30_06_arena4',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-12T14_36_55_arena3',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-12T16_18_15_arena4',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-13T14_34_18_arena2',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-20T13_43_53_arena3',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-20T14_48_55_arena2',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-21T13_38_55_arena4',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-21T15_57_23_arena2',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-26T13_40_19_arena1',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-28T13_36_06_arena4',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-28T14_44_01_arena3',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-09-28T15_55_49_arena3',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-10-12T15_50_43_arena2',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-10-13T16_06_33_arena2',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-10-18T15_19_17_arena3',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-10-19T13_50_56_arena2',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-10-20T13_21_06_arena2',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-10-20T15_44_09_arena2',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-10-24T16_13_35_arena4',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-10-25T14_55_12_arena1',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-11-02T13_37_48_arena3',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-11-02T14_48_28_arena4',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-11-02T16_11_06_arena3',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-11-03T14_54_45_arena1',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-11-03T16_20_50_arena4',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-12-20T12_58_51_arena4',\n",
       "  'E:\\\\Miguel\\\\PhD\\\\Results\\\\Competition\\\\DL\\\\Four-Arena Setup\\\\WT_mating_status\\\\processed\\\\virgin_virgin\\\\video_2017-12-20T14_01_01_arena3']}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load all usable experiments for each condition.\n",
    "experiments = {condition: [] for condition in condition_order}\n",
    "\n",
    "for condition_path in conditions:\n",
    "    \n",
    "    condition = os.path.basename(condition_path)\n",
    "    print('\\t\\n', condition)\n",
    "    \n",
    "    for item in os.scandir(condition_path):\n",
    "        if item.is_dir() and item.name not in intruders:\n",
    "            \n",
    "            annotation_video = annotations.read(item.path + '.csv')\n",
    "            \n",
    "            try:\n",
    "                copulation = annotation_video[0].events[0]\n",
    "\n",
    "                # Filter out videos where copulation is interrupted.\n",
    "                copulation_end = copulation.time_interval[1]\n",
    "                if copulation_end==N_FRAMES:\n",
    "                    print('Copulation interrupted:', item.name)\n",
    "                    continue\n",
    "\n",
    "                # Filter out videos where copulation lasts less than 8 minutes.\n",
    "                copulation_duration = copulation.duration\n",
    "                if copulation_duration <= 8 * 60 * FPS:\n",
    "                    print('Copulation too short:', item.name)\n",
    "                    continue\n",
    "            \n",
    "            except IndexError:\n",
    "                continue\n",
    "            \n",
    "            experiments[condition].append(item.path)\n",
    "\n",
    "experiments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# - FEMALE DATA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Angle origin and rotation\n",
    "\n",
    "tracker angle:\n",
    "units = radians\n",
    "0 degress at 3 o'clock\n",
    "negative angles clockwise?\n",
    "positive angles counter-clockwise?\n",
    "\n",
    "mpl.patches.Ellipse angle:\n",
    "units = degrees\n",
    "0 degress at 9 o'clock\n",
    "negative angles clockwise\n",
    "positive angles counter-clockwise\n",
    "\n",
    "mpl.patches.Arc angle:\n",
    "units = degrees\n",
    "0 degress at 3 o'clock\n",
    "negative angles clockwise\n",
    "positive angles counter-clockwise\n",
    "theta1 is relative to angle (i.e., if angle=45 and theta1=0, then arc starts at 45º; if angle=30 and theta1=70, then arc starts at 100º\n",
    "theta2 is NOT the amplitude for the arc, but the end point for drawing the arc at, which can be a bit wonky when woring with negative angles (i.e., assuming angle=0 and theta=0, if theta2=120, then the arc will be drawn between 0 and 120 degrees; if theta2=-120, then the arc will NOT be between 0 and -120 degrees, but from 0 to 240 degrees (i.e., 360 - 120). This is because the Arc class will always transform its given angle to the positive equivalent and draw the arc from 0 to that angle, and therefore will always be drawn as a counter-clockwise arc. The way to go around this if one wants to represent a negative arc is to shift theta1 to be larger than 180.\n",
    "\n",
    "numpy sin/cos angles:\n",
    "units = radians\n",
    "0 degress at 9 o'clock\n",
    "negative angles counter-clockwise\n",
    "positive angles clockwise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Origin Coordinates\n",
    "tracker video coordinates:\n",
    "origin (0, 0) at top left\n",
    "\n",
    "matplotlib drawing coordinates:\n",
    "origin (0, 0) at bottom left"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Making sure that all our math checks out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "virgin_virgin\n",
      "E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-05T13_28_41_arena4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set features to extract from trackfeat files.\n",
    "features = ['pos x', 'pos y', 'ori', 'major axis len', 'minor axis len']\n",
    "\n",
    "for condition in condition_order:\n",
    "    \n",
    "    print(condition)\n",
    "    \n",
    "    for experiment in experiments[condition]:\n",
    "    \n",
    "        print(experiment)\n",
    "        \n",
    "        control = True if condition == 'virgin_virgin' else False\n",
    "\n",
    "        female_aggression_df, female_df, copulation_time, _ = helpers.process_track_data(experiment, trackfeat_columns=features, is_control=control, fly_id=2, suppress=True)\n",
    "        if female_aggression_df is None or female_df is None:\n",
    "            continue\n",
    "        \n",
    "        female_aggression_df['ori_deg'] = female_aggression_df['ori'] * 180 / np.pi\n",
    "        female_aggression_df['major_axis_len_mm'] = female_aggression_df['major_axis_len'] / PPM\n",
    "        female_aggression_df['minor_axis_len_mm'] = female_aggression_df['minor_axis_len'] / PPM\n",
    "\n",
    "        female_df['ori_deg'] = female_df['ori'] * 180 / np.pi\n",
    "        female_df['major_axis_len_mm'] = female_df['major_axis_len'] / PPM\n",
    "        female_df['minor_axis_len_mm'] = female_df['minor_axis_len'] / PPM\n",
    "\n",
    "        figure, axis = plt.subplots(figsize=(8, 8))\n",
    "\n",
    "        frame = 64640\n",
    "\n",
    "        female_x_centroid = female_df.loc[frame, 'pos_x'] / PPM\n",
    "        female_y_centroid = abs((female_df.loc[frame, 'pos_y'] - 380) / PPM)\n",
    "        female_width = female_df.loc[frame, 'major_axis_len_mm']\n",
    "        female_height = female_df.loc[frame, 'minor_axis_len_mm']\n",
    "        female_angle = female_df.loc[frame, 'ori_deg'] + 180\n",
    "\n",
    "        female_ellipse = mpl.patches.Ellipse((female_x_centroid, female_y_centroid), female_width, female_height, angle=female_angle, facecolor='firebrick')\n",
    "        axis.add_patch(female_ellipse)\n",
    "\n",
    "        female_circle = mpl.patches.Circle((female_x_centroid, female_y_centroid), radius=female_width/2, fill=False)\n",
    "        axis.add_patch(female_circle)\n",
    "\n",
    "        female_arc = mpl.patches.Arc((female_x_centroid, female_y_centroid), width=female_width/2, height=female_width/2, angle=0, theta1=0, theta2=female_angle-180, linewidth=5, color='g')\n",
    "        axis.add_patch(female_arc)\n",
    "\n",
    "        female_angle_annotation = female_angle+180 if female_angle+180 <= 360 else female_angle-180\n",
    "        axis.annotate(s=str(round(female_angle_annotation, 2))+u'\\N{DEGREE SIGN}', xy=(female_x_centroid+0.1, female_y_centroid+0.7), size=20, weight='bold')\n",
    "\n",
    "        female_opposite = np.sin(np.deg2rad(-female_angle)) * (female_df.loc[frame, 'major_axis_len_mm'] / 2)\n",
    "        female_adjacent = np.cos(np.deg2rad(-female_angle)) * (female_df.loc[frame, 'major_axis_len_mm'] / 2)\n",
    "\n",
    "        female_x_head = female_x_centroid - female_adjacent\n",
    "        female_x_tail = female_x_centroid + female_adjacent\n",
    "        female_y_head = female_y_centroid + female_opposite\n",
    "        female_y_tail = female_y_centroid - female_opposite\n",
    "\n",
    "        plt.plot(female_x_centroid, female_y_centroid, 'ro', markersize=10)\n",
    "        plt.plot(female_x_head, female_y_head, 'x', markersize=12, markeredgewidth=6, markeredgecolor='black')\n",
    "        axis.plot([female_x_head, female_x_tail], [female_y_head, female_y_tail], 'red', linewidth=2)\n",
    "\n",
    "        axis.axvline(x=female_x_centroid)\n",
    "        axis.axhline(y=female_y_centroid)\n",
    "\n",
    "        plt.show()\n",
    "        plt.close()\n",
    "\n",
    "        break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extracting female position and angle data and calculating body hit points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "virgin_virgin\n",
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-05T13_28_41_arena4\n",
      "No intersecting frames!\n",
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-05T14_34_55_arena2\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-06T13_42_13_arena1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-06T14_45_32_arena3\n",
      "Y intersects do not match:\n",
      "y1 = nan \n",
      "y2 = nan\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2808x216 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-07T14_37_38_arena3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1512x216 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-07T14_37_38_arena4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-08T13_26_13_arena3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2592x216 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-12T13_30_06_arena4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-12T14_36_55_arena3\n",
      "No aggression!\n",
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-12T16_18_15_arena4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-13T14_34_18_arena2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-20T13_43_53_arena3\n",
      "No aggression!\n",
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-20T14_48_55_arena2\n",
      "No intersecting frames!\n",
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-21T13_38_55_arena4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-21T15_57_23_arena2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 4104x216 with 19 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-26T13_40_19_arena1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-28T13_36_06_arena4\n",
      "No aggression!\n",
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-28T14_44_01_arena3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-09-28T15_55_49_arena3\n",
      "No aggression!\n",
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-10-12T15_50_43_arena2\n",
      "No aggression!\n",
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-10-13T16_06_33_arena2\n",
      "No aggression!\n",
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-10-18T15_19_17_arena3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-10-19T13_50_56_arena2\n",
      "No aggression!\n",
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-10-20T13_21_06_arena2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-10-20T15_44_09_arena2\n",
      "No intersecting frames!\n",
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-10-24T16_13_35_arena4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-10-25T14_55_12_arena1\n",
      "Y intersects do not match:\n",
      "y1 = nan \n",
      "y2 = nan\n",
      "Y intersects do not match:\n",
      "y1 = nan \n",
      "y2 = nan\n",
      "Y intersects do not match:\n",
      "y1 = nan \n",
      "y2 = nan\n",
      "Y intersects do not match:\n",
      "y1 = nan \n",
      "y2 = nan\n",
      "Y intersects do not match:\n",
      "y1 = nan \n",
      "y2 = nan\n",
      "Y intersects do not match:\n",
      "y1 = nan \n",
      "y2 = nan\n",
      "Y intersects do not match:\n",
      "y1 = nan \n",
      "y2 = nan\n",
      "Y intersects do not match:\n",
      "y1 = nan \n",
      "y2 = nan\n",
      "Y intersects do not match:\n",
      "y1 = nan \n",
      "y2 = nan\n",
      "Y intersects do not match:\n",
      "y1 = nan \n",
      "y2 = nan\n",
      "Y intersects do not match:\n",
      "y1 = nan \n",
      "y2 = nan\n",
      "Y intersects do not match:\n",
      "y1 = nan \n",
      "y2 = nan\n",
      "Y intersects do not match:\n",
      "y1 = nan \n",
      "y2 = nan\n",
      "Y intersects do not match:\n",
      "y1 = 43.00654 \n",
      "y2 = 44.0\n",
      "Y intersects do not match:\n",
      "y1 = 43.00654 \n",
      "y2 = 43.0\n",
      "Y intersects do not match:\n",
      "y1 = 43.00654 \n",
      "y2 = 44.0\n",
      "Y intersects do not match:\n",
      "y1 = 43.00654 \n",
      "y2 = 44.0\n",
      "Y intersects do not match:\n",
      "y1 = 43.00654 \n",
      "y2 = 40.0\n",
      "Y intersects do not match:\n",
      "y1 = 43.00654 \n",
      "y2 = 40.0\n",
      "Y intersects do not match:\n",
      "y1 = 43.00654 \n",
      "y2 = 48.0\n",
      "Y intersects do not match:\n",
      "y1 = 43.00654 \n",
      "y2 = 40.0\n",
      "Y intersects do not match:\n",
      "y1 = 43.00654 \n",
      "y2 = 40.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1944x216 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-11-02T13_37_48_arena3\n"
     ]
    },
    {
     "data": {
      "image/png": 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9+wCAlJQUDB06VFQTFci67fnnn38W7atatSqGDh2KihUr4ubNm9iwYYP6dtOMjAwMHjwYV69eRfXq1Q26ZincuXMHn332mWhf586dYWtrq97WvCXW2tpaqx8rKyvRtuZrXK1aNURERGjdflxQmkmg6dOnS9LvmTNn8p3ALci5hjLkPQH0vy+52blzJ3bs2CHaN2DAAIPPz6uvv/4aNWvWlDT59sMPP2hdQ4MGDbBr1y51PdjCduHCBQQEBIj2WVhYYOXKlRg0aJBBffz111+i0hJdunQp9BgDgAULFuDGjRvq7bVr12rFVG6+//57VK5cGYsWLUJCQgKOHDmCI0eOiNpYWVlh6dKluZagya+oqCitEgA9evRAx44doVQqcfv2baxduxZv3rxRH//jjz9yLQ3yNok5ZMgQNG/eHBcvXoRMJoOlpSUAaT4/NIWEhEChUKB///5o2bIloqOjsXr1arx+/Vrd5tSpU4iIiECVKlXU+7744gt10hwAqlevjuHDh8PR0RFxcXHYtm0bbt68Kbp2faSIZyIiotKAiVciIipRhg8fLvojMDg4GNHR0aJE3ObNm0Xn+Pn5iRbyyE1ISAjCwsJE+xYvXixKKk6dOhXDhw/HL7/8kmM/r1+/xk8//aTelsvlOHToELy8vNT7AgIC0KZNG4SGhgLIWvDm+PHj6gWnBEHArFmzRP16enpi//79oqTFpEmT0LZtW8TExADIqp05d+5cbN261aBrLqiIiAj4+Pjg1atX6n26ZtJp1vTUVVNSc59mYtDW1laUzJXChQsXRHUZPTw8RDN1C6IgSa2iSIgZ8p7o2m9oXeIjR45gyJAhon0ODg4YM2ZMHkaZN7Vr15a8T82FfmQyGbp06WLw75XCGAMANG3aNNc61Zp++OEH0fZ//vOfAo5KvytXrmDJkiXq7eHDh6Njx4556kOlUiElJUWrlmt2TZo0ES3OJ6WoqCj4+Pjg6tWriIyMxMCBA7Ft2zZRGxcXF9Hracjif+PHj8fq1avV28J/69dK8fmRkz179qhn1QJAx44dRf0CwK1bt9SJV5VKBUdHRzRs2BD//vsvrKyscPbsWdjb26vbjxw5EhUrVlR/Yfny5Uu8fv0619/VUsQzERFRacBSA0REVKI4OTmha9eu6m2VSoXffvtNtP3rr7+KzslLmYGQkBDRdq1atTBz5kzRPplMhhUrVmgtupPdiRMnRMmpli1bav1xa2ZmprVifPaZQiEhIaJbURUKBTZv3qw1U6xGjRpYvny5aN/u3bsLdbGttyIiIuDt7a116/n48ePxwQcfiPYJ+VhhXiaTFWh8hli3bp1oe9KkSYX+nCVFft4TwLD35ejRo+jZsydSU1NF+1evXp3jzNqSSjO+BUHAN998g/r16xt0+3lhjAEA/v77b/j4+GDEiBF6bwOPiorCoUOH1NsNGjQotETlW+np6aISA87Ozvjuu+/y1IcgCOjTpw/mzZuX64JsJ0+exHvvvae3BEx+NG/eHPv378fjx4/x4sULrFmzRquNo6OjaNuQLyc0f9e8/bmS4vNDl06dOomSrkDWl3mas7azf4lmYmKCjRs34urVq0hKSsLNmzdFSVcgazauZukYfddf0HgmIiIqLZh4JSKiEkezHlz2mUfHjh1DdHS0etvd3R2NGjUyuO/bt2+Ltn18fHQmmcqWLYsmTZrk2M/FixdF21evXkWdOnW0HnPmzMnxvPPnz4uOtWzZEpUrV9b5fL6+vqKamSkpKeqZUIXl4cOH8PDwUN/u+lbjxo3xzTffaLXXTBhnv3U1p315uR05P9LS0kS3kFtYWODDDz/M9Zxhw4aJVgrXfMybN69Qx2yo3MYok8nw8OFDg94TXfv1vS9//fUXunfvrpX8HzNmDPr06ZOPqylehw4dQnJyMh4+fIixY8eq97958wYfffSRqD5wYfH398ezZ8/w6tUrbNu2TVTzd+PGjVpfEGnaunWrqIRK7969C22sby1evFh0+/vq1au16gXrs2XLFlFC0dbWFtu2bcOzZ8/w8OFDBAQEqH9HZ2RkYMCAAbh165Y0F6BDuXLlYGlpidDQUAQGBmLEiBGoXr06Bg8eLGqX08/SWzY2NqhTp47OY1J8fujSsmVLnfs1S7doflnyllKpRMWKFREREYHff/9dPevWwcEBcXFxorb6rr+g8UxERFRasNQAERGVOJ07d4aLiwsiIyMBAJcvX8atW7dQr169Ai2qBYhn+gBZM2xzUqlSpRyPaf4RmpCQoFXCQJfHjx+r/6258JGbm1uO55mbm6NixYqiWURvSw8UhgcPHsDLy0trjDVq1MDBgwfVdQqz00zW6ZqRqzmjzcbGRoLR5iw4OFhU37Bjx446x15aGfKeAHl7Xw4ePIjevXtrJW98fX1Ft1Ubk4YNGwLIWrRrzZo1iIiIwMGDBwFkJZiWLFmiVQNWatlrNg8cOBBKpRL9+vVT71u9ejXmzJmTY2Jz7969om1fX9/CGeh/Xbt2DYsWLVJv9+nTx+Ba29lpxsxPP/2kruNaoUIFLFmyBC9fvsTatWsBZM2yXbJkiVbJGSkcPHgQP/30E44ePSqq56qLvtnkudUGluLzQxcHBwed+zUXstI19ocPH+L777/Hrl279D5PTn1kV9B4JiIiKi0445WIiEocuVyO4cOHi/Zt374dKSkpCAoKUu8zNzfHwIED89S35oI8uc3akcvlOR7TN9snJ9mTgJr1I/Xd3q35h25hrOwNAJGRkfD29tZKulavXh3Hjx/PMVmtOVv35cuXWm0097m6uhZwtLn7888/RduFnYwqaTTfk/j4eJ11NA19X44dO6Yz6dq9e3fs2LEj158ZY6K5OJi+lecLQ+/evWFqaqreTk1NxYULF3S2jY2NFdUxdnV1RePGjQt1fEFBQaLbxXft2qU16/rEiROic7y8vNTHgKzfo9lncZqZmemcMe3n5yfaLoz3Y9SoUejatSv27dunTrra29ujW7duWLhwIZYuXZqn/sqUKZPjMSk+P3TJqSaxvp/Lv/76Cw0aNMDy5cvVSVczMzO0aNECkydPxs6dOwu8yFxe4pmIiKg0YeKViIhKpJEjR4oSi0FBQTh8+LCorlzv3r3zPFumQoUKou23s2p1ye2YZr27Pn36QBAEvY/sM241Z9Rq3tKfXXJyMp48eSLap3n7qBRev36NTp06adXnq1WrFk6cOJFjKYS3bbLTTNwC2nX/6tWrV4DR6qeZ+OnQoUOhPl9JU716dVHSJTMzE1FRUaI26enpWrGl6325dOkSfH19tZKuvXr1wu7du0VJlZJMpVIhOjoa586dyzGBp/l7Jbfao/kVHx+PGzdu4ODBgzpnV8rlcq1auTmN4++//xZ9MdO+fXtpB6tDfusHZxcXFycqj2BpaakzSaj5+zZ7uRkpbNmyRVQLum7durhw4QJiY2Px559/YtasWepZ0YbKrUa4FJ8fuuTny7iEhAR8/PHH6thSKBQIDAzEy5cvcfbsWaxcuRJ9+/bV+8WglPFMRERUmjDxSkREJZKrq6soSXbjxg2tRVvyWmYAAN5//33R9vHjx3XOAHz+/LlWDdbsNP8Iv3TpkiiBkL3/bdu24erVq1oJK82xnD17NsdbPDVnl1lZWeVagzY/BEHQWT+xdu3aCAkJybX0ApC1YnV2p0+f1mqTfVYeADRr1iyfo9UvISFBdC12dna5Jo7f2rRpU67Jj5JS41VfkqZq1apQKpVasar5vly8eFE0A8/FxUVrVnNsbCx8fX21FtT56KOPsHPnTlH94ZLsypUrsLCwQKVKldCyZUt89NFHOhOI2euWArmXHcmP5s2bw9bWFu+99x66du2K4OBgrTaRkZF48eKFQeM4d+6caNvd3V26wRYizQTky5cvtb4YAIB///031/MKSrNswYIFC7R+n+X2RZwuuSVBpfj8kMq+fftECd3OnTtjzJgxovIEqampePbsWY59SB3PREREpQkTr0REVGL5+/uLtrPPXqxWrZrWKtCG6NSpk2j7wYMH+Oqrr0T7MjMzMX78+Fz/0PXx8RElm3T1Ex8fj1GjRmHQoEFo1KgRrKysRG28vb1Fs1YzMjIwZMgQrVlA9+7dw/Tp00X7+vfvL/kMwx9++AF//fWXaJ+dnR2OHj1q0G2mHTp0EP2xHhYWhqNHj6q37969i2PHjqm3FQoFevbsKcHIdbt69aooqV7Yt16XVD169BBt//jjj6Jko+YK7rpu9R47dqzWlwLt2rXDb7/9BoXCeJYMqFOnjmgmYmxsLJYtWyZqExkZieXLl4v2+fj4SDoOzVicO3eu6PeNSqXCjBkzRG0qVKiQY0JVc/Gvooh1X19fbNy4MddH7dq1RecEBASojwFZt7NrLo4YEBAg+rlNTk7G4sWLRW1atGgh6bVozs7XTLw/f/4c3377rWifvhm/uc0QleLzQyqa1x4WFqb12ffFF18gLS1NtC/79Usdz0RERKWJ8fxPmYiI3jm+vr6wt7fXWogEAIYPH6731kddGjZsCE9PT4SEhKj3zZ49G6dOnUKXLl2Qnp6OX3/9Ve/q0XZ2dhg8eDA2bNig3jdnzhycPHlSnaTZuHEjHjx4oD4ul8vRt29f9baJiQkCAgIwZcoU9b6QkBA0aNAAw4YNg7OzM27duoX169eLZhqWKVMGc+fOzfO15yYlJQULFy7U2t+hQwdR8lRTmzZtUKNGDQBZtwkPHToUgYGB6uMDBgzAlClTYG5ujlWrVolmVvbp0wd2dnYSXoWYZumGdzXxOnz4cHz99ddISUkBkHVbevfu3dGlSxecO3dOtGCdXC7X+sLj4sWLotrKb3l5eWHbtm05Pm+fPn20bi0ububm5vD39xfNnp8xYwbOnj0LT09PPHnyBGvXrhXNzDM3N8fUqVMlHce4ceOwbt06dYLx4sWLaNiwIYYOHQozMzPs2bMHZ86cEZ3z6aef5lirM3usy2Qyrdn0haFRo0ZaSVNNmzZtEi0a1blzZ3h6eorajBo1ChMmTFBvb9u2DeHh4ejVqxdSU1OxZcsWrYWnRo0aVfALyMbZ2Rl37txRby9evBhRUVFo2rQp7t+/j02bNuH58+eic3JaqM4QUnx+SEXzS7W7d++iTZs2GDRoEFJSUrB7926dtVizX7/U8UxERFSqCERERCXY9OnTBQCih4mJiRAREaGzfXBwsKitq6urVps7d+4I1tbWWv1qPho3bizanjt3rqifuLg4wc3NTW8/bx9LlizROeZ+/foZ3IdSqRQOHDhQ0JdVy08//WTwGLI/Nm7cqPWaODs76z3PxsYmx/dQF1dXV9H5wcHBes+ZO3eu6JyVK1fm8VXJn6FDh+YaN4V1bm4WLVpk0Ps5depUrXM//vjjfMVGeHh4rmPauHGj1jn5pdmXh4dHjm3j4+OFOnXqGHwdmzZtyve4cjNr1iyDx+Dj4yOkp6fr7CcjI0OQy+XqtuXKlSuU8eaHh4eH3p/bjIwMwcvLy+DXYsCAAZKPMzAwMM/xXaVKFVEfeYlBQZDm80Pz9dX8fWxIu7i4OMHGxibP13/8+HHRc0gVz0RERKUNSw0QEVGJpmtmk4+Pj0G1OnNSs2ZNHD58ONfZlpMmTcJnn32Waz92dnY4duyY3pmUJiYm+OKLLxAQEKDz+K+//oqFCxfqrZNZqVIlHDlyBF26dMm1XX7s379fkn7eviaurq45trG1tcX+/fsL9B4aQnMFcM2F1d4ln3/+OWbMmJHrLPG+ffvqvJ364MGDhT28ImVjY4Pjx4+jdevWubazsrLCtm3bMHTo0EIZx8KFCzF37ly9s/78/PwQFBSUY0mHxMREUX1QY4tzuVyO/fv3GzSbc/DgweoyBVLy9/dH7969c23Tvn170e+1iIgInfVoDSXV50dB2dnZYf369bl+/lSoUEGrLMzZs2dF21LFMxERUWnDxCsREZVotWvXRtu2bUX7RowYUeB+W7Zsidu3b2PmzJnquo/29vbw9fXFsWPH8P333xtUyqBq1aoIDQ3Fli1b4OvriypVqsDc3Bzm5uaoWbMmRo0ahUuXLmH+/Pk59iGXyzFr1izcv38fX331FVq1agVnZ2eYmprC0dERHTp0wKpVq3D37tQGjbAAACAASURBVF14eHgU+Np1yW0hsbyqW7cubt68icWLF8Pd3R02NjawtLREnTp1MH36dISFhaFdu3aSPV9ONGvlSr0gj7H55ptvcPLkSfTv3x+VKlWCqakp7O3t8eGHH2LXrl3YuXOnVjLk9u3bWgns0sDZ2RknT57Ezp070bNnT1SsWBFKpRJlypSBu7s7Zs+ejfv372PgwIGFOo558+bh2rVrmDBhAurVqwcrKyuYmZmhatWqGDx4ME6ePImtW7fC0tIyxz5KQ5xbWlpi586dCAkJwZAhQ1C9enVYWFjA3NwcVatWhZ+fH4KDg7F582ZRjV6pyOVy7Nq1Cz///DNat24NGxsbKBQKODg4oEOHDvjll19w6NAh9OrVS3Te1q1bC/S8Unx+SKFv3744d+4cBgwYAGdnZygUCtjY2KBRo0aYOXMmrl+/rjUGXdcuRTwTERGVNjJB0FMZnoiIiIiIiIiIiIjyhDNeiYiIiIiIiIiIiCTGxCsRERERERERERGRxFjVnIiIyIgNGTKkwPVZv/rqK63ahUSkrU6dOgXu49ixY6hUqZIEo8k/Xsf/lITrICIiotKLiVciIiIjFhERgbCwsAL1URoXTyIqDAX9WQOA9PR0CUZSMLyO/ykJ10FERESlF0sNEBEREREREREREUlMJgiCUNyDICIiIiIiIiIiIipNOOOViIiIiIiIiIiISGJMvBIRERERERERERFJjIlXIiIiIiIiIiIiIokx8UpEREREREREREQkMSZeiYiIiIiIiIiIiCTGxCsRERERERERERGRxJh4JSIiIiIiIiIiIpIYE69EREREREREREREEmPilYiIiIiIiIiIiEhiTLwSERERERERERERSYyJVyIiIiIiIiIiIiKJMfFKREREREREREREJDEmXomIiIiIiIiIiIgkxsQrERERERERERERkcSYeCUiIiIiIiIiIiKSGBOvRERERERERERERBJj4pWIiIiIiIiIiIhIYky8EhEREREREREREUmMiVciIiIiIiIiIiIiiTHxSkRERERERERERCQxJl6JiIiIiIiIiIiIJMbEKxEREREREREREZHEmHglIiIiIiIiIiIikhgTr0REREREREREREQSY+KViIiIiIiIiIiISGJMvBIRERERERERERFJjIlXIiIiIiIiIiIiIokx8UpEREREREREREQkMSZeiYiIiIiIiIiIiCTGxCsRERERERERERGRxJh4JSIiIiIiIiIiIpIYE69EREREREREREREEmPilYiIiIiIiIiIiEhiTLwSERERERERERERSYyJVyIiIiIiIiIiIiKJMfFKREREREREREREJDEmXomIiIiIiIiIiIgkxsQrERERERERERERkcSYeCUiIiIiIiIiIiKSGBOvRERERERERERERBJj4pWIiIiIiIiIiIhIYky8EhEREREREREREUmMiVciIiIiIiIiIiIiiTHxSkRERERERERERCQxJl6JiIiIiIiIiIiIJMbEKxEREREREREREZHE3vnE67x58yCTybQecrkclpaWcHNzg7+/PyIjI4tlfGlpafjmm2+QmJho8DkBAQGQyWTo168fAODy5cvq64qNjdV5jr+/P2QyGcqWLSvJuEl673KsRkdHY9y4cXB1dYWpqSns7e3Rt29f3Lx5U/LrICIiIiIiIioJ3uU8QFhYGPr37w9HR0colUpUqlQJI0eORHR0tOTXUZje+cRrTlQqFZKTkxEeHo7169ejefPmiImJKdIxHDlyBA0aNEBAQAAyMjIMPu/y5csAAHd3dwDAlStXAACVKlWCg4ODVvtjx47hl19+kWDEVBxKe6yGh4fD3d0dgYGBiIiIQHp6Op49e4Zdu3ahefPmOH/+vMRXU3gEQcDQoUOxdOlSnccPHDiAhg0bonbt2ujbty/i4+OLeIREWRirZCwYq2QsGKtkLBirRMahtOcBwsLC8MEHH2Dnzp2IjY1FRkYGoqOjsWHDBrRo0QJxcXESX03hYeI1m0mTJiEoKAhBQUHYtWsX1q9frw6EJ0+eYMmSJUU6nkWLFuHu3bt5Pu9t0GoG8dvt7Hbv3o0ePXrk6YeEit+7FKuff/45nj59CgAYNGgQtm7dihEjRgAA3rx5g7FjxxZo7EXl33//Rfv27bFr1y6dx+Pi4jB8+HDs3r0bYWFhcHNzw8yZM4t4lESMVTIejFUyFoxVMhaMVaKS7V3KA3z55Zd4/fo1AGD48OHYunUrevToAQB4/PgxVqxYUaCxFyVFcQ+gJHF3d4evr69on5eXF9zc3AAAFy5cKI5h5UlkZKQ68/82aK9evSraBoB79+5h5syZ2L17d9EPkgrsXYnVzMxM7Nu3DwBQr149bNmyBQDg5+eHa9euITQ0FJcvX8aTJ0/g7Oxc1JeQJ6tXr4a/vz+qVKmi8/jhw4fRrFkz1KxZEwAwbtw4vP/++1i9ejVkMllRDpXecYxVMhaMVTIWjFUyFoxVopLtXckDAMDFixcBALVq1cKGDRsAAH379kWFChWQmJiIS5cuFeWwC4QzXvXIXvO0fPnyWscfPXqESZMmwc3NDebm5nB0dES/fv10BsHbmhWNGjUS7V+xYoX62KZNm9RtT5w4oW5Trlw5VK1aNcdxvj2/cuXK6n329vaifubPnw9PT08AwP79+9VJ1169esHR0TH3F4JKvNIYq8nJyZg+fTpGjBiBIUOGiPrJ/hxvvwkryVatWoWBAwfmePzx48ei18TFxQXx8fFISEgoiuERqTFWyVgwVslYMFbJWDBWiYxPacwDAECFChW0+hAEAYIgAIDOMpolVZHPeJXJZOoXqiRTqVSIjY1FQECAet/b25vfOn36NLp3746XL1+q98XGxuL3339HUFAQNm3aBD8/v0IZ35F7f+P+i4cY23xwvvtwdHTErFmzMGnSpFx/QIrCwN8nYVPv72AqVxbrOLJjrBY/a2trfPnll1r709LScObMGQCAQqGAi4sLAODRq0gsOvEDVnVdAFOFKRITE/Fxz56wun0bH5uZwaQQvokvn5KC+55VcL+mA3qvOYMI6zLofv9+nvtRqVQ6ZwrI5XKd7efNm4f58+ert40hVql0YKySsWCskrFgrJKxYKzSu4B5gJJh9OjROHPmDO7cuQN/f394e3tjx44dSEpKgqmpKSZMmFDcQzQYZ7xmM3z4cNEKcc7Ozti8eTMUCgUWLVqEXr16qdsmJCRgwIAB6gAeOHAgfvnlF3zyySdQKBTIyMjAiBEj8O+//+ZrLEFBQahfv756e+vWrVi7dq16OyYxFk42DqL2QUFBeP/99wFk3YodFBSEqVOnAshKsgYFBWHhwoUAgN69e6u/+SgJlHIFMjJZZ9ZQxhSrutpnj1WP7t7oMedjTJg0EYB2rOoyd+5c9UqGnTp1grW1dVbft/5Ct9rtYaowRUREBNo1bYrat2/Dz9y8UJKuVmlpeN2gHC42rYq+a88gwsom331VqVJFtDpjVFQUypUrBysrK53t582bJ/rGj6ioMFbJWDBWyVgwVslYMFaJildpygPoy1l169sDLUZ5Qy6XY/369fDz88O+fftQtmxZ/N///R+aN2+er3EXByZeDaBSqXDx4kXExsaq923fvh2RkZEAgFGjRmHbtm0YMmQIli1bhpUrVwLImpW3fPnyfD2nr68v7Ozs1Ntdu3aFj4+PejsmMQ5O1vai9j169EBERAQAYOjQofD19VV/yHl4eMDX1xdt2rQBkPWhaWZmlq+xFQaliQJpqvTiHobRK4mxqqt99lj9fGIAevbsiYtR1wBox6qmFStWqIuGy+Vy9bfo0QlPcT02DB2rt8ONGzfQqVUrfJyQAA9z83xdlz6mmZkwd1Rgby93+K88jofmNkABkrs+Pj44d+6cujh5YGAgevbsKdVwiSTDWCVjwVglY8FYJWPBWCUqmYwxD6AvZ/XX1eOIPReBzMxMUT+vXr3CV199hcTExHyNuzgw8ZpN9hXifv/9d6xduxbdu3eHSqXCnj170LFjR/WbHhwcrD5vzJgxon78/f3Vt1ucPHmyUMaalXj934zXvXv3IjAwUP1tRmxsLPbu3YvDhw8DACwsLLB3716cOnWqUMZTUEq5kjNe88CYYlWTZqzGxcWh7CMlHly8AyD3WF25ciWmTZum3v7yyy/RpEmTrH7/PYTONTxw51YY+vj4YLJMhjqFlHQ1UangaJqG9WM8MOaH43gss4SQj6RraGioun6Og4MDNm7ciD59+qBu3bq4fv06li1bJvXQifKFsUrGgrFKxoKxSsaCsUpUcpSmPIC+nNUXU2fhwfV7MDMzw759+xAfH4/AwEAAwNGjRzF58uQiGbckhCJWDE+Zq7lz5woABADCxo0bdbbx9PRUt9m3b58gCILg4+Oj3vfkyROtcxwdHQUAgr29vXrf2/YNGzYUtf322291jsHDw0O9/+XLl+r9mapMwe/3SUJyWrJW3/oeHh4eOq/R1dVVACDY2trqe8kKxeT9XwhR8THF8tw5YawWPFZ1yW+srl69WnR8woQJ6mNxic+FYXs+EU5fOCPUdnYWAitXFva5uRXOo1o14YaLvTBm9SDhRIvqwqEqVbTaFLWSFqtEOWGskrFgrJKxYKySsWCskrEoabH6LuYBLoZdESDL2h40aJCon9atWwsABFNTUyE9PT3X5ywpOOPVAB988IH632/rX2RfQS0qKkrUPi0tDXFxcQCyVmnTlJ4uvqU+r6tAvkx+DSulJcyVhTObrzgo5AqkZ7LUQEGVtFiVyq5duzBx4kT19vjx4/HDDz+ot/fdPoL6ltUxssdH+EShQEVl4S3SVu1NAjZM9kTn/7sOVWQqUhVFvkYhEREREREREYDSlwc4eP5wVhoWgLOzs+hYxYoVAYivoaRj4tUA169fV/+7QoUKAICWLVuq9/3888+i9uvXr4dKpQKQVafirbdFx58+fSqqU3Hp0iWdz2ti8r+3R8hWkDwmMQ5ONuIfDkEQ0KpVKwDAsmXLIAgCNmzYAAB477331EXNQ0JC9Fxt8TA1USKdpQYKrKTFqi76YvVJ/FOM2vsplv2alVgNCwvDsGHD1P2OHTsWq1evVq+o+iolHiEPzuCXSd/gE4UCzoWYdHVJTMDekR+g7r9P4BD6FAmmpoX2XERERERERET6lIY8wNucVXBwMO4kP1Kf9/fff6v/nZGRgdDQUACAmZmZ+lpLOk7VyubSpUsoW7asejspKQmHDx/GwYMHAQCmpqb48MMPAQADBgzA3Llz8ezZM/z0009ISkqCj48Prl27hhUrVgAAzM3N8cknn6j7q169Oq5du4YXL15gxowZ+Pjjj7F3717s379f53gsLS3V//7hhx/g4OCAsWPHIiYhFo7W4sSrSqXCtWtZixM1btwYAHDlyhXRdkmmlCuQzsW1DGYssaqLvlh1snHAjDZjseTvH/FZ2wmYMWMGkpKSAADly5dH+/btsXfvXnV/QRcP4FHMfUxNUcGhEJOu9m/e4JxvPSgyVHA/eAdRVtaF9lxERERERERE2ZXmPMBb9188QrmKFdCwYUNcu3YN586dg5+fHzp37ozff/8d4eHhAIBu3brB1FgmQhV1bYNieMpcZa+Xoe+xZMkS0blHjhwRypQpo7OtqampsHPnTlH7FStW6Gzr6+urs17G7NmzRe3MzMwElUolbL2yR9h986Co79u3b6vbvXjxQhAEQWjXrp0AQFi+fLne16G4a7x+GbxcuPrkVrE8d04YqwWPVV0MjdULkVeEj38aK8hkMr3XO7Omdp1VKR8hlSoJv/u6C59+9ZFwzdFOb/uiVtJilSgnjFUyFoxVMhaMVTIWjFUyFiUtVt+1PMDGSzuFHdf/FM6fPy/Y2NjoHI+zs7Pw6NEjiV7hwsdSA7lQKBQoU6YMWrVqhW3btiEgIEB0vEOHDrh27RomTZoENzc3mJmZwcHBAf369cP58+fRt29fUfvJkydj6dKlqFatGszMzODu7o7t27dj+vTpOp9/+vTp6NevH+zs7GBtbY1mzZohJSUFTxJj4WTtIGp7+fJlAICrqyvKlSsHAOpvE96uQlmSKU2USFex1EB+ldRY1cXQWG1a6X1Uel1e7y0LAOD0JlNvm/wyz8hAppsVjreviyGrTuKhpU2hPRcRERERERGRIUpbHkClUuFMRCjaVGmKZs2a4dKlSxgyZAicnJygUCjg7OyMkSNH4sKFC6hSpUr+X7giJhMMyWpI+YQymUGJFMrZjL8WYvwHQ1GtXOXiHopklp1ei9ZVmqJFZffiHooaY7VkmL5pDjJsZfi2+2yYKrJuJbh37x56dvRGw9kdYLvmHLq+TC2U51aoVLC3zkTgJG9M+vYQIjMtoPpvbdncdL9/v1DGkxPGKhkLxioZC8YqGQvGKhkLxioZC8Zq8bn+9Da2XQ3CEp/PinsokuKMVyMjCAJikp7B0dquuIciKaWJAmmZrPFK2nrV6ITbl25i7sGlUKlUePr0KXw7dkSrVlXx/O4z1Hj2plCeVyYIqCxLxk8TvTBqTQiepJsZlHQlIiIiIiIiorw59egC2rg2K+5hSI6JVyPzKiUe5nJTWCotinsoklLKlchgqQHSoU2bNvi80xRc+/c6vlszHZNat0ZbVQaeeVRHmxPhqC2XS/+kgoBqqQn4aao3+u68gITnKqQXxvMQERERERERvePSM9NxPuoKWlVuWtxDkZyiuAdAeROTGAsna/viHobklHLOeKWcebRpBzx9gj/C92BAbStsNrODQ1Q8GscWzmxX16QE/DqpLVqdvgeL26/xyty8UJ6HiIiIiIiI6F13+clNVC3rgvKWZYt7KJLjjFcj8yQhDo42pTDxaqJEembBZ7xu3boV77//Pho1aoRWrVohNDRUfezx48eoVKkSnj17VuDnoaK366+j8Fh+DIe6NkT5D+ug3fF7hfI8FZMScdjPHQ5P41H9RASTrkRERERERESF6FTEBbSuUvrKDABMvBqdmMRYOFs7FPcwJKeUK5CuKtiM17CwMMyYMQN//fUXrly5gtmzZ6N3794AgM2bN6Ndu3aIjo6WYrhUxH78/nuEHjiAOYIp3EPCkGxpiuovX0ChUkn6POWTk3GjoxsSbMzh8fs1PLWykrR/IiIiIiIiIvqfN+nJuBpzCy1cGhf3UAoFE69GJiYxDk6lcMarqbzgM17NzMywbt06ODs7AwCaNm2KmJgYREREYO/evTh06JAUQ6UiduTQIfz41Vd4LpNhsJkpQtvWRvffL2LDJG9UkCVDJtGKk1ZpaXjVsAIuN3ZF37Vn8NjSWpJ+iYiIiIiIiEi3C5FXUd++FqzNSufEJ4MSr7x9u+R4mhAHp1I441VhUvAZr1WrVkXXrl0BAIIg4JNPPkGPHj1QpUoV7NmzB7Vq1ZJiqFSEHjx4gPHDhyPNxASjlUpYNKwIZUoG7C/Foc/289g8tT3sU+KBAiZfTTMzYeakxL6ejeH/fTDCLWwAmUyiqyAiIiIiIiIiXU5FXEAb19JZZgAwIPHK27dLDkEQEJMYB0dru+IeiuSkmPH6VlJSEvr164d79+5h3bp1eTp33rx5kMlkkDHpVuzS0tIwoEcPNJHJMFqpRC25HNc9q6FBSDhSlEpY3E1A25Nh2DPJE1XfJOT7eUxUKjiap2PD6HYY8/1xRMgsmXQlIiIiIiIyApwoaNxepcTj7vNwNKnYsLiHUmj0Jl55+3bJ8To1AQoTOaxNS9/066zFtQo24xUAIiIi0KpVK8jlcgQHB6Ns2bytiDdv3jwIggBBotvXKf/+M2kSGr16BT9zc9SWyxFdyw6CTAaXsDgAwGszM7iejkLVh8+wf2gzuCTmI/kqCKiakYTAyd4YuuE0nr2RI9OEFViIiIiIiIhKOk4UNH7nHl9Ck4rvwUxhWtxDKTR6MwxS3L7NWYTSiEmIg5NN6SszAGQtrpVWwFIDCQkJ8PT0RO/evbF9+3ZYWFhINDoqavv++AMX9+1DN9OsX74CgOte1dDgRDhk2XLicZaW+GDvLQgmMvzTsy7s37zJ0/O4vUnAhile6HLgGjIjU5CqUEh4FURERERERFRYOFHQ+J16VLrLDAB5WFyroLdvcxZhwcUkxsLJuvQtrAVkJV4zClhqYNWqVXj06BGCgoLQqFEj9eP58+cSjZKKQmRkJD4dNw7jzczUX9Y8rVYOKVamcL0eo9U+ytoG3TeeR7ibPR63qgjb1FSDnsclMR57/Fug3s0o2F2OQ6Jp6f2GjYiIiIiIqLThOi/G7WliHGISY/GeY93iHkqhMijxWtDbt0kaMYlxpTfxaqJEmqpgidfPPvsMmZmZuHLliuhRoUIFdRtBEGBnV/pq5JYWGRkZ6N+9O4bJZCgjl6v3X/d0Q4MT4TDJ4bubh5Y2GLLqJEI86yC1pg0s0nOfPW3/5g3O9moAZVoGGh28g+ecHU1ERERERGSUCjJREOBd2sXldEQoWlR2h8JErr+xEdObeOXt2yVHTEIsnKxLb6mBDAlqvJJxmz1jBmrGxqK+ubl63zOXMoi3t0S1K09yPlEmQ7ipNcauOI6dA5rDxs4EysxMnU1tU1MR2bIiHrlWQJfNoYi2tpH6MoiIiIiIiKgISDFRkHdpFz1BELLKDFRpXtxDKXR6E6+8fbvkiEmMg5NN6Z3xml7AGa9k3I4cPozg7dvha2Ym2n/d0w31/34IeWbuH4KCTIZIlTnGrArGz2M9UVGZChOVStTGIiMDGW5WOO5dF0NWn8QjS+mTrpFpaZL3SURERERERGKcKGi8Il5HITUjFbXsqhX3UAqd3sQrb98uXs//OQ9BpYIgCIhJjIOztQMElQrP/zlf3EOTlFKuQBpnvL6znj17hskjRmCCqSnk2W7veOlojecutqhxIcqgfjJMTPAyXoZBv5zBmmkdUDUjCfjvt5YKlQq2tgJ+HdQSY1ccQ7ipNSDxrSSCIGBDDjNtiYiIiIiISDqFNVEwNvGZRCOknJx6dAGtqjSFiczgpaeMVum/QiMW8dsO3F78Ne6tWoP4lATIZDJYKS1wb9Ua3F78NSJ+21HcQ5SM0kRZ4MW1yHhNGTUKvQUB5RQK0f4bntVQ58wjKDJUOZypLUWhACKS0en/rmPDFC/UyEiFRQV7VFakYe0EL4xaE4LoDDMIhVC/JyQ1FU18fCTvl4iIiIiIiMQKa6LgV3+vRmJaktTDpf9SCSqciQhFG9dmxT2UIsHEawn1/J/zeLx9JwAg9thxhG76CU5W9ri3ag1ijx0HADzevrPUzHw1lSuRpuKM13fR8ePHEfHPP/hAo8RAfHkLPKlRAbX+eZznPhNMTWF/MRb1b0Zh59AmqBcVjsBJnui38yISnquQLpe+eHd8ZiYOymT4euVKyfsmIiIiIiKiovG+Uz0sO72Wk8MKyZ1n4TBXmKGKbaXiHkqRYOK1hCrfrCkc2nurt8NvX4b88m110hUAHNp7o3yzpsUxPMkp5Aqks9TAOyclJQVTRo7EcKVSawXJmx7VUOufxzBNzd+t+wkOjmh5JRlWb1Kxq3cD9N9xHvapFZBRvoL+k/Nha3o6FixbBltb20Lpn4iIiIiIiArfkPc/gqXSAoEXtnLBrUJwKuI8Wrs208oBlFZMvJZQiUlJuOxoh8gy1oBKBfPnEahx+5H6uEN7b9SYOA4yk9LxFppyca130sIvvkCrtDTYa5QYSLI1Q0R9R9Q9HZHvvuXmFoCJCZqEPkSsQxlEuFaA7O1+iV1PSQGqV0effv1ybHPgwAE0bNgQtWvXRt++fREfH6/VJigoCA0bNkSjRo3g7e2N+/fvSz5WIn0Yq2QsGKtkLBirZCwYq0RZTExMMLnFCEQlxOD3m/uLezilSoYqE+ceX0KbKu9GmQGAidcSJyIiAn69eqFFrVr445NPcOPIIZi/ScKLcuaoHPG/As92fgNKTdIVyFpcK53T+N8pt2/fxr4tW/ChRokBALjVtipqXIyCWXL+Z0GXeRaH8/VNccKjNsas+wfnm1dDtPVLmL96WZBha0kXBGxVqRC4ZUuO39jFxcVh+PDh2L17N8LCwuDm5oaZM2eK2iQnJ2PQoEHYs2cPrly5gu7du2Py5MmSjpVIH8YqGQvGKhkLxioZC8YqkZiZwhQBbcfj5MN/EBJ+triHU2pcf/ovnKwd4GCdt7q7xqz0ZO6MnCAIWDR3Lrp88AFq/vMPvrKwwABzc3jVqgOLpCTEOJVB2YT/JSZ/9u2NSxcvFeOIpaU0YamBd4kgCBjl54dhcjnkGsnKZCtTPGhUEXVPPcx3/9ZpaYiraYErjSpj0K4wPHqvOcb/fB57ezaCSZk0mGZIl+Tfm5aGoRMmwNXVNcc2hw8fRrNmzVCzZk0AwLhx47Bt2zbRbSuZmZkQBAGvX78GACQmJsLc3FyycRIZgrFKxoKxSsaCsUrGgrFKpK2seRnMbDcB264G4frT28U9nFLh1KML78yiWm8x8VoCvHnzBn26dsXF9eux0MICTSwsIJPJYFWpMszKVYB5UiJiHG1RJul/K7u3Lm+HI5Mm49y5c8U4cuko5Sw18C7ZuG4d7J8+RU0ds11vt66CqtdiYJmQlq++TTMzYepsij97NIL/ymDcU1og+VksIkysMPaH49gwqi0crDIhV6n0d6bH3ZQU/Gtri+kaswE0PX78GJUrV1Zvu7i4ID4+HgkJCep91tbWCAwMRKtWrVCxYkWsWrUKX3/9dY59zps3DzKZ7J2pi0NFg7FKxoKxSsaCsUrGgrFKpJtLGWdMa+WPlWfXI+JVVHEPx6ilZqThYvR1tKjsXtxDKVJMvBazyMhItGvaFJWvXcNwMzP17D+lTRmYlctaBChTlYJMuQypMc+Q+vK5+tw29o5YOdIfYWFhxTJ2KclNslaZz1TlbyElMh7Pnj3DN3Pnor9SqXUszVyBO81dUO/vh/nqW65SwdE8HzgKQgAAIABJREFUHRtGtcXYH47jkYkl0hMTkBL3FClvkhCbJMeIn/9G4CRvVBHeQFaAQulJKhV+Vqmwfd8+KDRq1GpSqVQ6/8Mpl8vV/75+/Tq+/PJL3Lp1C9HR0Zg1axY++uijHIu5z5s3D4IgsNg7SYqxSsaCsUrGgrFKxoKxSpSzeg61MLRRX3z99494mfy6uIdjtC5GX0PNCtVQ1rxMcQ+lSDHxWowSEhLQ1csLfV+/RnuNmX/pCfFIjo0BAMSbZsIpJh5vlEokRT1WJ1+TY2PQ8vUrDOzZExkS3jpdXFhu4N0w/7PP0B2ApY4axbdbVobL7WeweZmc944FAa6ZSVgzpT2GbTiFuCQ5MjWeI02hQOqTNPgGXcLPU73hlpIA5OM/goIgYG1aGuYuXYrq1avrbV+lShVER0ert6OiolCuXDlYWVmp9x06dAitW7dW9zdhwgTcuHEDz58/1+qPqLAwVslYMFbJWDBWyVgwVoly17Zqc3i7tcaSv1cjJT2luIdjlE49uvBOLar1FhOvxUSlUsGvd290evMG9XKoi5McG4OERw/w0kYB55jXSPrvDMGkqMdIePQAybExqGZmhvqJiVi6ZElRDr9QsNxA6RcdHY3gAwfQRkfMp5vKcbulKxqceJCvvqslJ2DDZC903X8VGZGpSM1hFmqSqSlsbr5Es/Ph+HVcG7gmJehsl5sjqamo5uGBAX5+BrX38fHBuXPncPfuXQBAYGAgevbsKWrj7u6OEydO4OnTpwCAvXv3olq1arCze3eKjlPxY6ySsWCskrFgrJKxYKwS6de73odwLeuCFec2QCVB6bp3SWJqEm7G3UEzl/eLeyhFLvf7Y6nQLPziC5j9+y/a6ilGnhH/GgnVy8Mx5jXeZEskpSfEq//ta2qKOatXo7+fH6pVq1ZoYy5sSrkC6ZklK/F66O4JdKzeFiY6ZmdS3i2YNQvdAZjouI3pbjMXOIa/gG3cmzz3WzkxHntGt0D9G1GocDkOLywscm3/0twctY+H40V5Kxwe5A7PrZfxxNrGoOcKT03F31ZWOLt+vcHjc3BwwMaNG9GnTx+kpaWhevXq2Lx5M0JDQ+Hv748rV67A29sbM2bMgKenJ0xNTVG+fHn88ccfBj8HkRQYq2QsGKtkLBirZCwYq0T6yWQyjG7qh69OrsLGyzsxwr0/axgb6FzkZbzvVA+Wytz/Vi+NZEIRF1yRyWTvfI2XA/v3Y/6oUfjcwkJrRXdNlunp+Ld7DdT69wlSH+W82NCtlBT8XasW9gcHSz3cIjNx/2zM9pwCJ2v74h4KgKxYnX30W6hUmRjdzA+uZV2Ke0hGLTIyEh82a4aFFhZaiddMuQxB/2kL782XUf5J3magOiQlIbRXXSRam6PD5ouINjCBCgBVEuOxd3RLVH78AnUOP8BzPQnbZJUK85KTsTs4GHXr1s3TOAsTf6+SsWCskrFgrJKxYKySsWCskrEwJFbfpCVjzrFv4eXWGt1qty+ikRm3+cHL8WFNLzR3aVTcQylynMZXxO7du4f/jBqFKdkW0sqNVXo6njjZosyz3GcB1jM3R/SdO4iMjJRqqEVOKVcio4TNeJ3v/Qm83FpjQchKbLsahNSMnJPflLv5M2eih0ymc7br/SaVUC4mIc9JV9vUVDxq7YLHlcujy5bQPCVdASDCugw+WncWNxtUQmwTB9ik5f7+bkhLw38WLChRSVciIiIiIiIqOpamFvis3UTsDzuKfyIvF/dwSrwXb17h4atINHKuX9xDKRZMvBYhQRAwtG9fjDIxQZlsq0Pmxio9HTFOtrB6oX+xIQ+VCut+/LGgwyw2piZKpJWwxbVMZCboUL0Nlnaajbg3L/Cfvxbgasyt4h6W0Xn06BH+OXYMH+goraEykeFmu6p4Lzg8T31apKcjvbo1TnjVweDVJ/HQMm9J17fCLWwwYmUwDn34HlDFAuY5LFQXnJqKcs2aYcSoUfl6HiIiIiIiIiod7KzK49M247A29FfcfZ63v2XfNWceh6J5pUYwlSuLeyjFgonXIrRt82bYx8Whpp66rtmZKIB0pRwmyZl627YyN8fOrVuNtsizQq5AuqpkJV7fKmthi6ktR2JEk/5YG/orvj+7Aa9T4vWfSACAeQEB8JXJdNa/edjQCVavUuAQ8crg/hSZmShT9v/Zu+/wKKvsgePfd3pJ75UktAACoYOEjhSlqLh2XQuyIooVWRHrYl3sBbGuKKyoa0PpSDOh915DOgnpmZlMn/f3B8oPNEDKJJPR+3keHnSY3HsGTibJec97Lnxxcz/ufv1nTmgDoaGzdSSJbJWRya//zPzb+mMMklH97nMoy25nqUpFn8GDG7aHIAiCIAiCIAiC8KfSOqwVU/r8ndkZcyk2l/g6nBYrI2crA5J6+zoMnxGF12ZiMpl4buZMrjvPSevnUxOqI6aomhr1xa8M6BQK2sgya/x0zqtGqW5xh2v9XvfYzrw6+knCDCE8smwWq7Myxayii8jKymLHunX0quWCgyzBviEpdF6bVef1JFkmQWHjw3uH8o85ayh0a5EbOdDco1Bw0qnh9vfW8p/7hhIuWZF+/Xctd7l42+NBMhjo06dPo/YRBEEQBEEQBEEQ/jx6xnXhmk5X8OL6dzHbLb4Op8UprC6iwlrFJZHtfR2Kz4jCazN57sknGeHxEFjHEQO/MUUYiSmuwlKHwivAEI+HObNnNyREn1MpWm7H69l0Ki23pE3gicH3s/L4Lzyz5nUKqot8HVaL9fIzzzAeau12zesUhcrhJvZYed0Wk2VS7Cbef3A41y/cQnW5jLOen1Pn41QqsZV5uPaLzcx7aDgRdhN2t5uX7HZUQUF8+OGHpKene2UvQRAEQRAEQRAE4c9hVLvB9IjrwuzMuThb2PhEX8vI3calrXqiUPx1y49/3VfejE6ePMmPX37J8HqMGIDTnX3lkQHEFFVRU8dO2XZaLYd276aioqIhofqU2g86Xs+WHJrI88On0y+hO0/9/Apf7fuxxc2o9TWLxcLalSvpqdf/4c9kYO+Q1nRek0Vd+1WTLCbmTxnEwF+OoDlSjbWOFyTqyqpWoztmZvDaQ3w3dTBF5ipcgYF8/PHHougqCIIgCIIgCIIg1OqWtKsJ0gYyZ8tneGT/HP/obbIsk5mzlQGt/rpjBkAUXpvFk9OmcZUkoazn7dA6l4vimGDCTplx1/HqgCRJpCmVrFu3riGh+pTGTzpez6ZQKLi8/VD+PWomuZWFPLr8OfafOuLrsFqML+bPp59CUWvuF7YLx61SkHiobrNwYs0mlt/Sk7jCCpJ/yaOqnhcy6qpKq6XVhkKSs0opm9SfuybdJYqugiAIgiAIgiAIwnkpJAVT+97OKUsZX+370dfhtAhZFbnIyLQJS/J1KD4lCq9N7Pjx42xbs4Z+DSgSGZ1OiqKDCC6t35yQDm43qxYtqvd+vqZSqvyq4/Vs4YZQpg24m1vSJvDO5k+Zs+UzTHazr8PyuQ/efJOh5+nW3je0NV3WZiHVYURuuNXK3tHtqDFqGPS/vZwyGr0c6bleVShY+dNhShMS+bl8ExkZGU26nyAIgiAIgiAIguDfNCoN/xxwD5m521mdlenrcHzut0O1ahs7+FdSv5OehHp7/cUXGSPLDUo0o9NJUUwwxnIrpZqAOn9cR52Ob9evr/d+vqZR+Neogdr0jk+jc1QqC/cu4uFls7g1bQIDk/p4/Y3GZDKRl5dHZWUlVVVVVFZWUllRgcFoJCoqisjISKKjo4mPj/fZLJUDBw6gra4mXKv9w58VJ4dgDdSStLf4ousEOByUp0WwJy2RibNXcSIguCnCPeM7m43NCgWffb6Afun9mPbjLJ787ws8J80Una+CIAiCIAiCIAjCeQXpApkx6F6eXv0a4YZQ0mI6+Tokn/B4PGzI3cZTQx/0dSg+JwqvTchisbBy8WJermW+ZV0oVWDTqVHVuEBT94/TKRRIVivV1dUEBQU1aG9fUCvVfjdqoDZ6tY47elzHwKQ+fLBtAeuyNzGp543EBEY1eE2z2cy333zDj19+ycH9+1G7XESpVBgAvceD3uVC53LhVCoxq9WYFAoqZZlylwtJrSYuLo4uPXsyctw4BgwYgLGJO0YBPvvwQ/q7XFBL4XXfkNZcsu4ECs+F2101LheaOA0Lx3fj/peWk6Vv2nxebrOxQpL45OOPGTJkCADPXT6daZ7n+Oecp3iZf4niqyAIgiAIgiAIgnBecYHRPNz/Ll7N/ICnhjxIq5B4X4fU7A6UHCFEH0R8UIyvQ/E5UXhtQgs++4xLzzPfsi5qQvVEF1fX+WCts6UolezYseNM8cgfqJWqP9XhVG3Dk3lxxGMsPrKamav+zZjU4YxPHYFKWfd/z6ysLGY+9BC7tmyhl0LBAEniZo0G5e9zQnOeyrxajUeWKS8s5ER2Nh/98AOPuN0Ehodz2RVXMHLsWPr27YvmfB/fQLIss+ibb/hXLRcdyuKDqIwKYMjOnRdcQ+nxEKV38c5dQ7n39VXkKAzQhLcoHLHZWKpQMOfddxk5cuSZx0P0wTw78hFmyi+z5kCGKLwKgiAIgiAIgiD8iX13YBkj2g4kQNPwhqWOke24vft1vPjLuzx/2XTC9CFejLDly8jZyoBWfXwdRosgZrw2EVmWmfv66wxrQNH0N6ZwPTHFVVgacHJ7kt3Olkz/mimiVqhxefx71MDvKRVKxncYwYsjZ3C49Dj/XPkih0uPn/Ocss1bkD3nnnpos1r59x13cmV6Op22buVlvZ7rdDpaa7X1LuQrJIkIlYreBgN/12h4Ua/nXpMJx7x5zL75ZrolJzOsTx9effllTp061ejXDLBx40aSAG0tYw72DkmhU0Y2SvcFul1lmSS3hbkPDOf2jzMosSjrfMBcQxyy2/lErWZ1Rgbjx4//w5/HB8Xw2JB7yY4sJbsir8niEARBEARBEARBEHyroLqIqYuf4rOd/6O0przB6wxI6s3INoN4af27WJ02L0bYsjndTjYX7KJ/q56+DqVFEIXXJrJp0ybCrVZCG1p4lWUqIgKIKWpY4bWtRsOmdesatreP/Nk6Xs8WZQznsYH3ck2nK3gt80M+3PZfLI4acr/4kkMvvMyxd947U3w9VVzM3LFXkl5exWtJKXTT670+IzZYqWSA0cgktZqX9XpuKS7m+Jtvclm3bowfNoylS5fidrsbvP7ib7+lm8Pxh8cro4yUtAqh3db8C358itXEx/cPZcxPu3EV2HE04gLGxRy025mnVrN0/XqSks5/2mKHyLbc1fNGXv7lPUotDf/iKwiCIAiCIAiCILRc9/W7ndmjZgLw6PLneWfzp+RWFjRoras6jqJ1WBJvbPwYt6fhP2P7k50n95MUHE+4IdTXobQIkizLdThT3IsbShLNvKVPXD92LD127qSTTtegj9c7nRy9ojXJx0twZdX/yohblnnC7WZfTk6D9veFHw+totxayW3d/+brUICmy1WLo4YFe75na/Z20teepG2eHQmIGj6MqFtv4oMrJ9A/NOzM8005WThN1V6P43yy7HbWShIHZZmrr7+ef9x3HykpKfVaY1CPHtxVVvaHCw8Z13Ym+JSFLutOnPdjE83VLPpHPxLyKuiwIouyBs5Irov9NhsLtFqWrl9PQkJCnT7mp8M/szork38Nf6RRt55401/lfVXwfyJXBX8hclXwFyJXBX8hclXwF7/PVbPDwspjv7D06BpSQhMZ32EknSLb1as5yuVx8/Iv7xJljOCunjd6vbGqpXl9w0d0iU7lsjYDfR1KiyA6XptASUkJ+7dvp2MthwrVldHloigmmODSmgZ9vFKScDudfvXFTa1U/SkO17oYo8bAP3rdxMODJrPt0igWDQ6m2qDg1M+r2Xf7XecUXe0VZc1adAVordVyp0bD82o1rv/+lxsGDmRwz57M//xzHLV0sf6e2+3mVFHRH4quplA9he0jSN10/lv1oywWMq/pgs7mJG3pkSYtuu612fivTsfyjIw6F10BxqYOp2t0B17JeB/nn7RDWxAEQRAEQRAEQYAAjZGrO43mnbHP0Se+Gx9sW8Djq15mU94OPL8bGXg+KoWSh/pP4nBpFj8eXtnEEfuW1WljV9F++iZ093UoLYY4XKsJfPjeewyRpEZdxTA6nRRFBxNQVkOZOqBBawQoFFRWVhIa6h/t3RqlGqf7zzXj9UI6RrXj9ev/zX/mPc8Xo08yetVReu6rojQxGSQJe0UZlgLfzRPVKBQMMhgYBBSVlLBkxgxeePxxHpgxgzsnTUJ9nhEYBw4coFUtf7Z/cDLttuSjsdf+bxxst5MzIIH8hFBufGs9OQFB3nw559hts/G1Xs+KjAxiYup/yuLfu/2N1zd+xJwtnzG13x0oJHENSxAEQRAEQRAE4c9Ko1QzvM0Ahrbuz7aCPfxwaAUL9nzPuNThDEm+FI3qwgdWG9R6Zgy6lydWzSbSGM6liY2bfyrLMocPHyYzI4Pc48cpLSqivLQUa00Nbrcbt9uNUqUiLiGB5PbtSWrThoSEBBISEoiPj0fbiEbBC9lasJtOke0I1DasjvVnJAqvTeCb+fOZ1shT4lWSB4tRQ/uRpYT1rKFgbQCndujBU/dibrhSSX5+vt8UXlUK1V+ug1Ct0jDp9qdofc04NnQJYPcl4dy8cBfu0GTKfVh0/b0YtZobgXFuN0teeIE3X3qJh2fO5LY77/xDATYzI4PWdjuc1fFaE6Qlp3MMV76WUev6eqcTR9tA1g1OZcpLK8gyBDbZa9lls/GN0ciKX34hOjq6QWsoFAqm9r2dWWvf5Is9P3Bz2tVejlIQBEEQBEEQBEFoaRSSgj4J3egdn8bh0uP8cGgFX+9bzKh2QxjVdtAFC47hhlD+OfAeZq17izB9CKkRbeq8r8fjYevWraz/+WdWL11K1vHjxKtUtHU6iZBl4hUKUhUKtAoFCk7f3u4Byo8coXTFCo4rlVSo1ZQDZU4nTkkiNj6ewSNGMHjECPr06YPBYGjsXw8ZOVsYnNKv0ev8mYgZr16Wn5/PNf368UQjrx7Eqmx8MWkAryq/gstPP1ZzSkXuikDyVgRiK7t4zfy/Dge3ffgho0ePblQszWVT3g4yc7fxSPo/GrzG/PnzmT17NpIkYTAYeOutt+jevTuPPPIIy5Ytw+VyMW3aNCZPnnzRtZojV2WPh2PvvMepn1cTWlhAUaCJL67vRf+Nx7k0s4DjLvAoWl43pcnt5ieXi91KJY8+9RS33HYbql8LrTeNH0/vHTtoe9bnwLYr2gPQa8mRP6ylcruJCJb5YMoQpv57ObmyAbmJZt78YrOxKjCQ5b/8QmRkZKPXM9nNPPHzbC5vN5TR7YY0PsAG+rO/rwp/HiJXBX8hclXwFyJXBX8hclXwFw3J1fyqk/x4eBVbCnYxKKkvY1KHE2UMP+/zd57cx5wtnzNr2CPEBEZdcG2Px8PXX33FCzNnEud00sHhoKNGQ4xK1ehZsaUuFwftdo5qNBx1udAFBtJ/0CCGXnEFAwYMqPfPzFW2ah5Y8gxzx7+ITtU0HbX+qOVVdPzc9998Q/dGnAb/G1O4geiiKrZ9EcnBT0OxnFRhiHLR4ZYKhn+cS/ubylGoLvxmEOJwkJfXcromL0atVDeq4/Xw4cM8+uijLFu2jF27dvHEE08wYcIE3n//fY4cOcK+ffvYunUrb7zxBlu2bPFi5A1zdtEVoCIuHoOuDdPf2kyNXs2bD6YTEqMmoqZhc36bUqBSyY1aLY9LEsuefppubdvy+bx5uN1utuzcieOsblebQc3xHvF0ysjhsNvNctf/jxqQZJl4pY0Ppgxh0ntrKXDrmqTo6pFlFtrt7GvfnnVbt3ql6AoQqA3g8UH38d2BZWwr2O2VNQVBEARBEARBEAT/kRAcyz19buXV0U+iVqp5bMWLvLnxY05U1F6P6R7bmes7j+XF9e9SbTefd91lS5bQo317vpo2jYddLqao1QwzGolVq71yQFeESsVAo5E71Wpe1OuZ5nAQ/tNP/G/qVEZ360Z6t2689847lJaW1mm9jXk76BHXRRRdf6dOhdf58+eTlpZGt27d6N+/P9u2bcPtdvPggw/SoUMH2rZty9y5c5s6Vr/wzfz59D7P7Ms6k2UqIwOIKa6ipMTIsa9DWT0pkY0zYyjMMKJQQ+rNlQx6O5+wTrbzLhMmSeQeO9a4WJqRWtG4w7W0Wi0fffQRsbGxAPTq1YuioiK+/vpr7rjjDlQqFaGhodxwww3Mnz/fW2E3WPnWbWeKrgAVZSWUHN5PXngMA/fJTPx0M19d35PMG7uS4jCh8UJB39uClEpu1mr5J/DjzJn0SE3FYbPxidPJ4V/jPZieRNK+IvIqavjQ6ST5ty8QskyK3cT7Dw7n+i+2UF0u41IqvR6jzePhNauV2Kuv5sdVqwgM9O4Yg+iASKYPvIe5W+dztOyEV9cWBEEQBEEQBEEQ/EOYPoRb0q7mnTGzSAlN5OVf5vDc2rfYU3TwD120l7UZSJ+EbszOmIvjdw1oLpeLR6dO5dmJE3nQ6eR2rZYwVdNPCjUqFPQwGLhBq+UZnY67KirY8cILDOvaleH9+jHv008xmUxnnj9nzhwyMzPP/H9mzlYGtOp9+r8zM5kzZ06Tx+wPLlp49bcuQl+qqqqitKCAqEYWXnVuN8XRwUScMuP67TZzWaJ0l4HtL0aTOT0Wc76awFZO0mcX0uH2MuCP3a/hKpV/FV6VqkYdrpWcnMyYMWOA04OmH374YcaPH8/JkydJTEw887yEhATy8/NrXeOZZ55BauTBaHUV3rcPiTdcB8DGinIchadjshTkUSqBI6Yzd7+1iYT8Cl5/6gpcHQKJN5ugBd6iE6JUcqtWy/0OB6EWC0FmM+87nexXSxztk4B+zXE+dDqZpFaT+mtxNanGxPx7BzFo/RE0x0xYG3vBohYlLhezrFZunzWLV95+G2UTFHYB2oQlcU+fvzM7Yy5FplNNsocgCIIgCIIgCILQ8hk0esZ3GMk7Y2YxIKk3n+78msdWvEhGzlbcnv9vqLqx65W0zrczZ9OneGQPcHq0wI1XXYX259U8ptcT3gwF1/OJUKkYr9fzvF7PdYWF/DxzJn3bt2f88OF8++23dO7cmcmTJ5OZmckpcymF5lN0jelIZmYmkydPJi0tzWextyQXLbz6WxehLy1dsoQ0LxTsjE4nxTFBBJfU3nJevl/PuvviOfJFCB4XtLu2irQHSpAU5xbkIpRK8v1p1IBC3ajC628sFgvXXXcdx44d46OPPsLj8ZxTSJVl+bwFuGeeeQZZlptt/lCrG6+nw+P/ZF5OFuqzYrQU5FGdl81xSUHkpiIeeHk5my9twzdTB5CotGF0OJolvvqKUqt5LjaWyw0G9JWV0CWM0H2FfF5cfU7RNc5sYtktPYnPryD5lzyqmuBExcM2G7NdLt775hvuuOsur6//ez3junDtJWN5Yf07Tb6XIAiCIAiCIAiC0LLv0FYpVQxJuZRXRj/BdV3GsfL4eu5f8jRLj6zB5rKTv/Br2n+7g9gft7Nw9w8APDR5MqMqqri8XQeM0bE+ibs2cWo11+p0vKTXc9nhw3xx//3cfdNNDE5P5+677+a/a7/i0oQebN64icmTJzN37lzS09N9HXaLcNHSeXJyMsnJycC5XYT79u37Qxfhnj17mixQf/C/efMY4KXCa1FMMAFlVspVxlqf43EqODw/jPIDOnrNLKbVSDPqAA87/h2Fx3m6nh6kVFJSVtboeJqLWqnC0YhRAwC5ubmMGzeOjh07smbNGvR6Pa1ataKwsPDMcwoLC0lISGhsuF4T3rcPnloed5qqAahRq8nxqLhyzgZKukTyzqMjGbzuEN1WHSfXGIinGbpz66u3wcAEl4N3L+tIv9krOIniTNE13Gplz+h2WPUaRn6+nbyAIK/vv85uZ3VgIMuWLycpKcnr65/PiLYDKa0pb7b9BEEQBEEQBEEQ/qp+u0N7x44dxMbGsmTJEiZMmMBjjz125g5tk8nEpZdeSo8ePejTp49P4lRICnrGdaFnXBeOlGax6PBKvt69iE77y0jTSiQcLCFrwU+8X1RB8r6DdIw8feCWPioGl7XmTG2gJZAkiRStlhTA6vGwdtEietts5B1cS9vvPEzeclgUXX+nzodrNbaLsLlu3/YVp9PJ3t27aa3RNHotDR6qA3WozRcvQpbsMLDpiVgcZgWx/Wvo/WTxmc5XpSThaYFzQc9HrVTjakTHq8lkYsiQIUyYMIGFCxei1+sBuPLKK/nkk09wuVxUVlaycOFCrrrqKm+F7RWBgYHUeGorv/5KkigMCIRjFh58dgnl4QG8P3MkYaEyYVZr8wVaRyqPh5w+CaQeKeJEpZONHg87jYEY1FrKukeyt0sCV355gJLktl7d1+rx8JHNxpEOHVi/bVuzFl1/c0OX8bU+vnjxYrp27UpqairXXnst1dV//OK5d+9ehgwZQvfu3enVqxfbt29v6nAF4Q9Ergr+QuSq4C9Ergr+QuSq4G/88Q7t9hGtmZZ+N7NGTkduk8BnY8NZ3SuAqJxSes9eSJ9fi64A9oqyFlV0/T29QsHlej1TI3RY9Rqyv11FgE5HeHi4r0NrUepUeM3NzaV///4olUrWrFlDSEhIvboIm/v2bV9Yv349Hb10slxNqI6oEhPWOs7yqDioY8M/Y7FXKojqaaXjnf/fcedPpW61onEdr++88w45OTl89913dOvW7cyv6667jjZt2pCWlkbv3r2ZOHEigwcP9mLkjRcXF0e56+JFZ6dSyQldIL3+d4Cb521gwW392fa3TqTYTKhbUJFdZ65m2Ziu9F+8j77Bwdyv1bLJbmNtSDDfxMXw9092YGrXCZe1xmt77rPZeNpmY+yTT/LDypUEBAR4be36qO09oKSkhDvuuINvvvmGw4cP07p1ax577LFznlNTU8PIkSNAw6NNAAAgAElEQVSZPn06O3fu5Mknn+Tmm29urrAFARC5KvgPkauCvxC5KvgLkauCP/LGOS/gm2bB+OBYpt32HA9Vd0TnkPlyVDhru4Axby+hxSexl5diKWj5oyM1bjcHeyZy6cZjOAxGThUUcN2wYVw1ciTHjx/3dXgtwkULr/7cRdicVi9dSicvzd00hRuILqrCUo/DhkzZWrY9H4PHBW2uriI2/fR8WH8qdTe243XGjBm43W527dp1zq/o6GjeeOMN9u/fz9GjR5k2bZoXo/aO7n37ctxZ96JzuV5PeYXE3c+vIKzMzBtPX4HU1kicxezzw7eOO51Up8WQkFeOVHW6i7ezJDHEaeKTvFxa77dgadcVU242Lkvtc4zrw+7xMM9uZ0VCAss3b2bS5Mktrrt+xYoV9O7dm3bt2gFwzz33sGDBgnMuRq1YsYI2bdpwxRVXADB+/Hi++uorn8Qr/HWJXBX8hchVwV+IXBX8hchVwZ815g5t8F2zoKRQ0P2eqfTfY+HhD/bS7lgJ70/swwPGGm7LOsYiiwWphTcwSiYTG9LbkbI1l2E6HfdoNNglifh9+7hqwAAenToVs7nxP/f7s4sWXv25i7A5ZaxZQ6o3DgiSZSojjMQUV1NTz9Pryg/o2P/R6ZburveXootw+bwIVx8ahbrRM1791YgxYzhYz/zxSBLZAUEkrC/gvldWsG5oKosm9yNJsmKoRxHX2wwWM6vGpzFy8T5K9XqQZSLdNbyv0RKmVDAs4vStE19XVmK90HiFOjj8a5frkGnTWL1pE61atfLGS/C6vLy8P1xxra6uxmQynXnsyJEjxMTEMHHiRHr16sWIESNw1aELWhC8SeSq4C9Ergr+QuSq4C9Ergr+qrF3aPuS7PFw7N3TB39VxbQi0pPII3P3cuhQCR5gqUqJrpWGpOoqVI382bkpHHa7scYY0Nqc6CtPvxekKpVMUqtZJUncqtVi/fZbenXowLxPPsHTAl9Dc7ho4dWfuwibi8fjofjkScLqWSitjdbt5lR0EJFF1TgvcEXmfLJ/DKJ4iwFNgIdLJpX5VeFVpVThbETHqz/r1atXvTpez2bWaMhz6fjbWxn03nyCNx8bRUm/GJLM1c1+dWyJw0FspwjCyi14im0gSSRbq7mvTTTKGge3JSZjyj5O9Ylj3NqlG5/b7OQ2oFPcKcsssNv5LiqKRRkZ3Pfggy2uy/Vsv7/i+puzr7o6nU6WLFnCP/7xD7Zt28bUqVO54oorsNvtta75V5idLTQ/kauCvxC5KvgLkauCvxC5Kvgjf75DW/Z4OPbOe5z6efWZx9xqNcWt2zIiIgoFMCJAzYaB7XjvmdE4OwWRYq5C24IudlQ5nZT2Tab/hmMUG///YPjfiq+5sswonY6nVSp+eOopLu3ala1bt/owYt+o8+FawvkdPHiQhHqMBbgQo9NJcUwwIWWWBq4gseedCNx2ibgBFjq1rf2LYEukVqhwe9x/6lnA56NSqWiVnExRQztVJYmCgEDUB6t56F9LyE8M5ePHLiMqyE2IzebdYM9jl9uN3mxi7ZXd6fXjHl7VaEgwVfPMpW2oyatCh4LlpSVsq67CZTFjz8/h7/HxvHHqFGvOupJ+IW5ZZq3VyuNWK73uvZf127bRpk2bJn5ljff7K64FBQWEhoZiPOuLU1xcHB07dqRv377A6W8W3G43WVlZta75V5idLTQ/kauCvxC5KvgLkauCvxC5Kvgjf75Du3zrtnOKrpllJZTv24W9ooyJya1Z2Ksfd7XvQdr2U9z1zlqOt4vi9efGUnppDCl2EwFeGnXZGNc57Gzs14Z2OwpwK84tL6YqlYz6tTkxQKnkDq2Wv1dVcd+VV3LLNddw6tQpX4TsEz4pvO4rPoTJ/ueZ8ZCZkUEbLyW90enkZEwwAWUNP6neVqbixE9BANx/R5VX4moOkiShUihxelrOFZzmNP7669nUyKtXDqWSE5pA0v+7h78t3MJ/Jg1kz/j2pFirm/zWhDRJYlRqBGqHi6VZlRgsFv47tA27d53EY3FQ5nYTYq2h669vyC6LGV1FOc/HxbG9poZ3S0pwnCdGWZbZarXypNWKc9w4MvftY9qMGRec09OSjBw5kk2bNnH06FEA5s6dy5VXXnnOcy6//HJOnDhx5mTY9evXI0kSKSkpzR6v8NclclXwFyJXBX8hclXwFyJXBX/kz3doh/ftQ+IN1wEQNXwYCwrz8cgyloI87BVlAJjLT7FkRFtW9Eul19cHeOCFZdQYNLz67FiOXN6aVtQQ2kyNVrWpTgoiurgKex1DaKXRMFOnI2njRgZ1786yJUuaNsAWQpKb+fKTJEk8uWo2OVUFGFR6kkITSA6JJzkkkaSQBKIDIlBI/tWI+/cJE0jbvJn2Ol2j12pTXclzr1/DEw9+w/HgkAavow50M/yTXNQGGVqtBUPLurpzPrd9+xBzxj6PUWPwdShIktSsV2ctFgs927XjBZ0OtRdux1F4PCRZzWwd1Z4N/dtywxebCTpYQZHRCE1wu0+s2cw3DwxgyKLd3Jdj4aE+sbx2oJzuVRY2qDVcqlBwq1qNopa9ZVlmqcnEGpOJ6dHRRP56Zcwty2yy2Vgsy/QcOJBnZ88mKSnJ67E3hyVLljBjxgwcDgdt2rThs88+Iysri7vuuotdu3YBp795ffTRR7FYLGi1Wt58800GDBhw0bWbO1eFPzeRq4K/ELkq+AuRq4K/ELkqCM2fq2WbtxDWuxcDunfnvqoqAn5tLlIHBuE0VVMTpGXp5D70WHaUlD1FGJ1OolxW9qcns3LEJXQ4fJIhyw7gKXNSbDA0yc/6tQlwONg/vh3JWaVw2Ixcz30rXC7eczjoPX48s996C603zkxqoXxSeJVlGY/socRSRk5lAdmVeWRXFpBTkYfJYaFVcDxJZ4qx8bQKiUenarn/CF1SUnhWkrxSLItXWJl372Bue+FnCgIDG7VWuxsr6HBLBRjHQuKPjY6tOUz6fjqzRz9BiC7I16H45JuDp2fMoHzePEb+OpvGGwIdDoKNHr64vT+BZhtXLdhKsUeL1Qszic+QZSJCZL66uQ+3vvQzd/ZrjbPYRMeCcjbKSpAk3tVqUV7kc+Swzcac0lKuDwkhX6Vim8fDZWPH8s+nn26Rw9BbCvGNrOAvRK4K/kLkquAvRK4K/kLkquAvfJWr115xBel79tCmlgJkRUwAK+/sxZAFu4jKqQRA43IRb7OQ3SOOpVd0IaLMzIil+wg4UU2BMQCPomkbGlNMVbz64ngeeeonTugaVrvyyDJL7Ha2BQXx3++/JzU11ctRtgw+K7yej9lhIbeygOzK/DNF2YLqIsINoWcKsckhCSSHJBKqD/b5oO7KykqGXHIJs7zQ7QoQHCGROaQ9A+bvprKRa2pCXFz2WS5KpRranQJlwztom8uUH2fy7LCHiTSG+zoUn7zhVlRU0L9TJ17U6y9apKwXWSbRYia7Txw/ju/G5Uv30j4jl9yAwHpfmapNtMXCkrv7MmDdYT6WtRwKN1C6swCPw33mOf2VSm5RqWrteD1bnsPBc2VlTJkxg6n3309wcHCj4/uzE9/ICv5C5KrgL0SuCv5C5KrgL0SuCv7CV7m68Isv+HHaNG44Tx2osG04mdd2ZtQHWwkqqznzuNLjIcFipjQ1jOVjuuBQK7l88V5i95eQrzfiaorxfLJMQJyKDYPaM/TTHZQ1snHsuN3OBy4XDz3zDHfdfbfP63ze1uIKr7VxedwUVhedKcT+9rssyySHJpAUnEBy6OmibHxQLCpF8819XLFiBR9OnMjfNZrGLybLeDoFUh4RSOzafJxe+ASJfK6Qft1tEPspBN/W+Bib2AOLn+afA+8hLijG16H47A334SlTUH7/PYO82PX6G63LRSw2frqhJ6WRgdz46QZqKmWqGtPWL8vEGF3MmzSQ7q+u5tMr08hetB+P84/zWutafC1xuXjF4eDNTz9lxKhRDY/tL0J8Iyv4C5Grgr8QuSr4C5Grgr8QuSr4C1/lqsVioVfbtrys15+38Hi0Vzz7B6cweu5mdJZzD+aWZJlYiwVnnJ6fL+9MbmIYo5ftpf3mfAq1BmxevOM1xGZj441d6L49B1uO3SvjDWweD/9xONB37cqnX31FYCPvAG9J/KLwWhtZlqm0VZNTmU/2r79yKvIpqSkjLjCapJAEkkMSzvweoDVefNEGeHbmTGo++ogBAQGNXkvjcpF3WRIxhZXIRyyNXs/u8XB4nJWZU4rBeDkktvzBxdOWPcfUfreTFOL728p99YZ78uRJRvTowQsXeMNtrEiLBVvbIL64uR89t2fTf/FBcnUBfziJsC4iampYe1sPuuzI4d1erdm7YCeyy0OaQsEJj4eOCgWbzzo0a7JaTbc6XFSocruZbbMx8/XXue7GG+sd11+J+EZW8BciVwV/IXJV8BciVwV/IXJV8Be+zNWrR4xg8MGDtY4b+M3OEW0pbh3GZR9vQ+Wq5XBqWSbSakUTpCBjZEd2pSUydM0huq8/TilaTF5oGkypqWL2C+OZPmMRWUbv3qG6zmZjXUgIi9esISoqyqtr+4oXhzw2L0mSCNUHE6oPplvsJWcet7sc5FUV/jqqIJ9N+TvJrSzAoNGfU4hNDkkgygsHee3dvp2h3uh2BYwuF0UxQaTuLaDSC+tZPB52HowHSsGyEtzVoPT97NQLUStVON0uX4fhU7GxsfQbNozNa9bQrwm6XgFKjEaUBU6m/mspG8d05O2nLueGBZvRH6uixFi/ixTaYAU5rcJI3JXH0a/2ILs89Fcqccgyw1UqRiiVKF0uNrjdjFEq61R0BQhWKnlcr2f2ww9TWlLClPvvb8hLFQRBEARBEARBEIQW75bJk/n6gQdoc4HndFt1jIzrupB5bWcGLdyD9PsasSRRYjCAC7p9d4ihi/aybWg7Xn1mDL23ZtN/1SFqaiTKdLoGdapKskzBJdGk7cmnTOWdkZtnG6zTEVJVxfC+ffnh559p3bq11/dobn7b8VofHtnDKUvZ6e7YivwzXbJmh4Wk4PjTxdjQ00XZVsHxaFXnL6TOmTOHtLQ00tPTAejWti1PeTyoJYnDbjfZssyoBrZwJ5hMfPzECCa+sZp8ydCgNc6W63CwtnNnvn6vBGzbodUvYLj4iZO+9NTPr3BDlyvpFNXO16H49EpXcXExg7t351mtFkMTD8UOttsxBkv8947+RJSYGLtwOyfRYa9DHofabGy57hKSjp/ilUIbrU/V0EGhIEaSeMXhYJZWi16S8MgyezyeOhddz+bweHjTZuOyiRN5ctasP928F28QHQSCvxC5KvgLkauCvxC5KvgLkauCv/BlrlqtVrq1acNzWi26C9QB3EqJVXf2IiKvip7Ljlx0Xb3TSYzLysFLW7FiZGfaHjvFsGX74ZSdIqOxXgXYyJoalt/VmyGrDlJd7PbKmIHaHLPb+QD44qef6NatW5Ps0VyatqLTQigkBTEBkfRN6M71XcYxfeA9zBn3PHPGPc8NXa8kLiiaI2Un+GjbF0z8fhoPLnmGNzZ8xHcHlrGjcB/l1sozn3hpaWlMnjyZzMxMZFnGXlNzpuj6odNJciOSTutxUxFqQFdl98rrNns8hIWHg7bL6Qfs+7yyblNSK9W4PH/tjleA6OhoHps1iwVO58Wf3EhVWi0nrWr+Pns17Y4U88YTl1PTNZREUzVc5AtOoF7mQMc4fs41oSq28DeVim5KJSvdbgYrleh//XxQSFKDiq4AGoWCh/V6Mj/5hFlPPtmgNQRBEARBEARBEAShJdPr9UydPp3vLlIHULplhszfRX7HSA73Tbzoula1mhP6IIK2l/HAU0voujuPzycO4Pv7+hMUrSDRVI3CU8vYgloYVW6yk8MJP17RZEVXgLZaLQ8qFNx4+eWs/vnnJtunOfwlOl7r47eDvM7Mjf31d+DMqALnqRree+kdZt04kTWPz6SdRsMrsswkjYbURhyIlYCVT+4fwp3PryLfC4OEt9bU4LjhBl56IgFKpkHIFIh5t9HrNqWXfpnDZa0H0Cu+q69D8XmuyrLMyPR0hubk0OU8Jxt6m97lIlph5/ube2MK0HHDvI1Um6Uzc2Bi+5tJGlNNUJITxzaJeQcHUnakhC8PlTNDoyVEkiiXZZ6323lWqyXAi2/EbllmttXKP55/ntvuvNNr6/4Z+DpXBaGuRK4K/kLkquAvRK4K/kLkquAvfJ2rbrebvp07M9FsJuEiYy1NoXqW392Hft/tJ+FwaZ33UHo8xJlNVLULZdmYrtQYNFy+eA/xe4opMASc96B3hceDu1MQ+YlhdFh8DIuXxm5eSIXLxSt2OzNfe43rb7qpyfdrCqLwWgeyLFNhqzpnVMHBk0cxWcpJLKwgKaeMhJwyIk+aCCoy4XRJVGu1mNRqPPW4TTw4HH4Z3oHBn+2iwguFtjUmE7EPPcSjU3tA/mjQD4KkdY1etym9mvkB/Vv15NLEnr4OpUXkam5uLiP79uVprZaARhT160WWia6poTo1hC9v6sulG4/TZ9lhdJMctL25+szTDs+I4pn+Q9n39nruUGpp92uuf+l0ogKuUau9HprN4+E5q5VX5s1jxKhRXl/fX7WEXBWEuhC5KvgLkauCvxC5KvgLkauCv2gJubp582buv/pqZup0Fx21V5IYzJq/d2f4f7YTXmiq1z6SLBNtseCJ1rH68ks4kRLByOX76bAphyK1AevvfqaPNZv55oEBjPvfDsqqmu8G+hqPh39brTzx7rtcfc01zbavt4jCayO8PHQQScVZGOODKU4MIyc5gtzEMIwWO8k5pbTKKSM6v4rQIhOqagdmtYYqjQZHbbMzZRk6BnIqOojkLZXUWGsaHd9is5k+L77InbcMg6wUUMVB24JGr9uU3tr0H7rFdGJQcl9fh9JicnXhggV8NH0692u1zTrfVOXxkGg3s358Z/Z2iefOnzLpeXU2Bw6FcXJXAkeTAvl0Qz6DrS4GqU+fulgtyzxjt/O0VktwE8Va6Xbzgt3OwmXLSEtLa5I9/E1LyVVBuBiRq4K/ELkq+AuRq4K/ELkq+IuWkqu3X389sRkZ9K9DU17OJVFsG9uB0XO3YKyy1X8zWSbcZkMfAJmXdWB7zyQGrztMz3XHKXerqdZqUQcGEW8r5+0HBzP1iSVkBwc34FU1nNnt5nmbjfe/+ebMmUv+QhReGygzM5Nbb7mFTnY7RyWJBxQKerhcBDgdOIM0VMYEUpQYQm6rcHKSwrEYtbTKLSMpp4z4vHLCC00EnLJgVaio1mjQJLXmcDs3kSVmQuUkXDYrpuzjjYrxa7udq956iwlXDoWjYaAIgvZVXvobaBpzt3xOu/AUhrfx/SFgLSlXb7nmGqI3bWJIM40cOFuIzYY2QsWC2/uTkF/B2MVHUAC3toug/d4iJrZOxZyTBcB3TidW4KYm6HY9W6HTyRuyzIoNG0hMvPhMmz+7lpSrgnAhIlcFfyFyVfAXIlcFfyFyVfAXLSVXS0tLGdC1K09rNHW6+/VAehLHe8Yx6v2taOwNPzcnyG4nTOFkx+DWrB3SgZ47chi8PhuFNpL9KR4sBg2px5WUnWz+pr5Sl4uXnU5+WLOG1NTUZt+/oUThtQEyMzOZPHkyUUFBXJObS41SyYdOJ5PU6nNmvCo8HgKdToLsdtQqqI4JoCQuiPxWYWQnRVAYF0xkqZmknNMF2dJiEwNPmVAZY6gJCOSUqQprjaXBcX7gcvHk11/Tp3c3OKwFlNChZR9c9dH2L0gIimV0uyG+DqVF5arJZCK9Wzcm2u201mqbfX9Jlkm0mDg4OIW51S6O7i1Gp5T4tE0HJGMA5vwcKqureMpuZ4ZGQ0Q9Rmw01CG7nQUGA2u3bCEkJKTJ92vJWlKuCsKFiFwV/IXIVcFfiFwV/IXIVcFftKRc/fbrr5l9//38U69HeZE7SmVg67gOVEUYGT5vBwpP416D3ukkJbSaPW1bs+yyzoz9aRdfdkxg+vIDVCd2xVyYh9NUffGFvCzb4eBDjYb127f7TR2g+YYy/En8VnSdO3culaWlRKlUpCqVTFKr+dDp5LDbfea5HoWCKq2WvKAgsgxBlFYrkA6aaL/4ONe+8QszHv6OW97/hc57CzEFaplVYOWRcd156b5uLBoazMk0I/oENXFKG22qKomxWNA7nec9aX65y3XO/qc8HlJSUgAFmTs1zFloaOq/nkbTKNQ43S27OOwLgYGBfLt8Oe95PJS4mv/vR5YkTgQH49aEc3xvEQA2t0z5qSz0FgtKnZ51bjddFIpmKboCdNBqGVdTw5UjRuBwOJplT0EQBEEQBEEQBEFoDhOuvZbLbr2VhXX4eVcCei0+jNLlYdNVHWls6diqVlPZXUufPmamv7sDcspZ99Ue/mGX2ViWR5TTidLjQWUMQBcR1cjd6i5Zo2Gc3c7148bhPqv+1ZKJwms97d69m7lz55Keno7VYkH7a5Hpt+Jr9sWujEgSVrWaIqORrOAQCl06XOUa0jeW4vHIjFy4k0ff3sjQdccxWBzs7Z7IZ/cM4oXXruZ/DwzgyBVtoEMAEYFuWluqSKyuJthuR+HxkCxJ5xR/q91uIiIiTheLZ4WSltryk1KlVOH0OH0dRovUtm1b5n33Ha/a7Zib+Q1GBjZOuIQqvUS/GCMAnbQKHnR4eNtcjLqyjDUuF2OCgpr1TbePVku7wkJmPPRQs+0pCIIgCIIgCIIgCM3h2ZdewpKaylq7/aLPVXhkBn65h4rYIPYNSWn03uYCNfr2JiqS4slMiKBdgJqb9Eq+stVws9nEkYQIghNaIZnrd6hXY/XTaok8cYJnZsxo1n0bShRe62nKlCmkp6efbj33eM75s1SlklG1HZx1EU5TNcfUblRaFQeNAZQkdcSpTUS7u4Ju3xzitpdW8/i077hmwRZSskoojg1h8TXdefmlK/nw6VFsurEz5l4R9IxT87HahbuyAqvZTJhKxYYNG5h8zxTmPllBei+9t/4amoxGKTpeL6Rv3748P2cOr9rtOJvx9oc9w9tQHWFk4OKtBE1OZ2WogVnt0/hCqaYYF/+w2mht0JGa1AaXFw6Gq49xWi2Z337LyhUrmnVfQRAEQRAEQRAEQWhKCoWChYsWkREayk7bxQ/OUjvcDP1sB0d7J5CVFtOovauzNHiclcTWHGVrRBCdHR56JHThI7cWj8dDhDacnR2NlHfUkWKtxuBsvia6v2k0/PD55xw5cqTZ9mwoMeO1gcxmM4M7dOAZL83bzDa4+VhSEVbpYHpY+AVnZWhdLoIcDgKcDlxBGipiAylOCCE76fRBXjUGDUm55cTllvODVcldt41jXOJ0NIaekLzZK/E2lR8OrsDkMHNL2gRfh9Kic/Xt117j+1de4X6dDsVFZr001vEecewZ1prx72zE09ZIXlI4vZflYQkLx22zEniqmLUx4bQKi0Mbp6LTz1vIVxtx1mEAuLeUu1y86HaTsWsXERERzbZvS9GSc1UQziZyVfAXIlcFfyFyVfAXIlcFf9FSc7WkpIRhfftyp8NB2zrUoSqiA1g5sReDv9hN9ImKBu+rC3cRFeZmij2cCdnVXBIcwj6bjR9cLl4KCYPoaLIia1g9MJGBvxyl95qjVLjVVDXD2TSHbDaWtWrFqg0bkJq4LtIYovDaQHl5edycns6jXjq9fU2YgsOSkkMFJl7TautdTFN4PAQ6HAQ7HCjVkB1pIDspnENjh6BPkDhpriJSpyApsi/JIQlnfoXog70Sv7csObKaInMJd/a43tehtPhcnTZ1KrnffsutOl2T7XGyTRgZ13dh5Idb6ZZ1kjdnjeHeV1aS5/n/7mmVMYCAxCR0RYVYExJY0TeA9DU7idpTQqExAJrpDXCLzcbeSy7h+79g52tLz1VB+I3IVcFfiFwV/IXIVcFfiFwV/EVLztUTJ04wZvBg7vB46FCHwubZP88HlzTszlSD08nR0a35ZHUWtzklWqlULFAoiQWGedyojAEYNBrCinLYPag1q4d1pOuePAatOIijykOJXt+kNYG5dju3v/oq117v+xrS+YhRAw1UWVmJ0UuHCKndbnKVKtrgQQ+UNeCT3KNQUKXTkRsUxDKNkaklTjL07Vj39kquoppPO/+HB7uE0T3mEqptJhYdWskjy2Yx6fvpPL/uLebv/pZfsreQV1WI2+O7WbBqhRqXGDVQJ/9+803o0YMldbjdoCEqogP45fquDPpiD2HFZrJ7xtHuaDEWy7nPU+kNmPNyKKqswH3kCOMXHSJjcCo/TOlPksLabLcb9NHpqNm/n/999VWz7CcIgiAIgiAIgiAIzSUlJYUVGzawQK9nax3qALHHy+mx7Cirb+uBNUDToD2jbTVs7pVMqdVFlFKJU5bZXmOhx691G5fFTHVFOdnaQKIzT/LwEz+SfKKUD+4fxso7exERIhNnMiE1UTH7RpWKp6ZNw/L7QkULUv+BpAIAFRUVGLyUOEank0K3jv4OJ/EKBQWyTGQD1zrsdvOh00kbpZIp996LUqlk8j9uYu4TKtIvTyUppN+Z58qyTLm1kpzKfLIr89lauJv/HVhMWU0FCUGxJP3aFfvb7wZN08+IVStVOMThWnWiUCj4/H//Y/xll/HTiROM9WIrf02ghjV/706vxYeIPlFBgsXMe2PTuevdtRTqz80DW+mpM/9tdtgxn7Ix4e1cirpH8+Y/R3HZqgNcsiaL3IAg5Cbufr1NreaJhx5i+IgRhIaGNulegiAIgiAIgiAIgtCcEhISWL15M+OGDcNUWsqwi9QB2uwoxByqZ82t3Rn50VZUTs8Fn38OWaa8dQjBB04SLINOktjpdpOoUBBSy8/2NpWKE6pgtPuqmLJ5GcWXRPD1TX1QuTyMXryHiMPl5BsDcHupiREgWKnkMqeTZx57jNlvv+21db1JjBpooEWLFvH1lClc54ViV7zZzI2RgbxstbLIqUvfxOkAACAASURBVEQjSYxpwCFdvxVdJ6nV/M/t5odt24iOCiPzqxgmP6tm7ntvkz742ouuY3PayK0qJLsy/0xRNq+qkEBtwJki7G+/Io3hXp2lkZm7lS35u3mo/11eW7Oh/CVXnU4nN0+YgGrnTm7QaBr97+HUKFkxqTeJB4rpuuYECo8HVWs9W/u15rJPtlNiMNRpHY3bTby7huXXdiO3VTg3fboBZ4mLiiYcjQCQYbNxauBA/rNwYZPu05L4S64KgshVwV+IXBX8hchVwV+IXBX8hb/kak1NDX8bM4boo0e5+iJ1ABnY8LfOOLVKBv13N4o6vrwgu52d13TEvCmHjEIr92o0vO9w0FmhIL0ONSuFLBNnNmFJCmLlFZ0pjQxk9JI9tN5eSL7OiKMBda/auGWZf1qt7D5xAl0T1xsaQnS8NlBFRQV6pxO8UHhVu11YTHaSa2wkGAPZ4W7Yrf7ZsswktZpUpZIqp5OoqCiwric9rZy5/2rL7v0lpA+++Do6tY72Ea1pH9H6zGMej4ciSwk5vxZjV2dlklNZQI3LerorNjiBpJB4kkMTSQyKRaNqWBu7WqHG6RGjBupDrVaz8IcfuHfiRD5csYKJWi3KBhZfPRL8cn1XQk+a6LLmBAAJZhOfjOvHTf/ZwCl93bueHUolJ5SB9P9iL/0SDXw6aSCd9xcy5Pu95GqMuJro8K10rZan1q8nOzub5OTkJtlDEARBEARBEARBEHzFYDCwaOVKJt58M//JyOD2C5wVJAH9vtvPz3f0ZMfl7em15Eid9ohw2tjZLZG4r/cQp9JilWUOejzcUsezjjySRH5gEJTJjHl/M4pwNetGdeT7q3swYuUBumSeoFihw6JpWP3oN0pJIk2pZNmyZVx11VWNWqspiBmvDVReWuq1UQOFAWp0BjWgIF6SKGjguqNUKlKVSqrdbkLCwk5f8TD/BED6oKuYMmVKg2NUKBTEBUZzaWJPbuhyJY8Nupf3xr/AO2Nmce0lY4gKCOdg6THmbvmcO76fxsNL/8WbGz/mh4Mr2HXyAJW26vOuPWfOHDIzMwHQKNU43f8/aiAzM5M5c+Y0OO6/CoVCwZxPPqH7rbfyps2GswE5JAPbxnbArVLQ7/sDSIAky5R1CCeo2oZUbG/QUOxSg4HKEg/3zlqOwWLnjaevQJWiJ8Zshia4kihJEmNkmReefNLrawuCIAiCIAiCIAhCS6BSqfh04UJSr7uOf1utVF+giU/plhk8fxcF7SM4dGnixReXZU52iKDjwZMclVTEKhTsdLtJVSgw1rcuIEkUG42ctGno++V+7n9hGdVBOl751ziOj0ohyWMhpJFn1/QD5s+d26g1moroeG2gsqIiArw0l+JYoI5QrQZLlZpoSaJClrHLMtoGdi0ettvpP3bs6aKWedHpB41jvBLr7wVqA+gc3YHO0R3OPOZyu8ivLiK7Mo+cygJ2HVpOTmUBSoWS5JB4kkISSQ6JJzkkkdjAKNLS0pg8eTJz584luG3EmcJrZmbmmceFi5MkiX+99BJvRUby8iuv8IhOh74eOXowvRVFrcMYPXcLCs/pgmi8xcyCcUO4+uttFNdxxEBtPAoFJ4xBpKzOpdvmbBbefinGAXaunr+VYpcGax2vmNVVH72ex1etoqioiJiYGK+uLQiCIAiCIAiCIAgtgSRJvPT663w/cCCP3Xcft0oSXc9zu73W5mLYvJ0sv7s3xgobiYdKzrtumM3G+ks70nfDMb6RJIZKEt+53Qxo5J2rFTodFUC75Sfov/QQewYk8+bjo7nkQCGDlx/AVe7ilMFQ76avthoNH+zeTU1NDYZG1C6agii8NlBFaSkJXiq8ZmvVxKgkLGo1SkkiRpIolGVSGlh4Pa5Uct2IEWBZAo4joIoFQ7pXYq0LlVJFcmgCyaEJZx6TZZkyawU5lQXkVOazJX83X+9bTLm1koSgWP72wm3M+OhZbrz+BmxYzym6pqc3X+x/Bvc/8gjhkZG8MH06j+p0BNXhjTG3UxQHBiQz+v0taOy/jnqQZczJQSg9HvQ5ZggMbHRsJo0Gk0PmxtfXk9MnjjceH83oZXtJ/SWX3IBArx2+pZAkLpckXnn+eV5poQO2BUEQBEEQBEEQBMEbrpowgd59+3LzVVex7+RJrtNoUNXy83VghZUh83ex+rYeGD7dQXhB7XcnB+PkcPtorvjPZkpU/8fefYdHVaZ9HP+emTkzmTQSekiA0HsvIkFAWsACNmStoIu7iLgKYmFtWF4r2BYwKq7Yxa70Ij0QqnQIPYFASEJLm3rOef8IZEECpEzKhPtzXblMZs55zpNwT5Df3Od5bAQCh3Sdh33UNJVttZKNleoJxxm7/CAHO9Xh09G9qZWWSf+52wlIzuJocHChMwJFUehgNjN71izuHDbMJ3P0Fdlcq5hGjxhBvYULaVWENS8LYtE0PqsdQA1dZ2CGFxSFGW43jU0mehRzoeFXXC5mbdhALddt4FgDNSdD1XElmqcvuVwuUlJSOHr0KCfOnORI1jGOO0+QdPoIinYKR50qaKdyMbIMLGc0vOm5uI9lM2v24jKdp7/X6pzZs3ly5EjGqCp1L7NmSnpUFZYO70DfzzZS7WhW/uMR2dn8/K8YBszZRnaq5rNQ9Byb10sETub8rRNpNUK46/M1OE7pnPHBusmQt8D2Mw4HCbt2ERYW5pMxKyp/r1Vx9ZBaFf5CalX4C6lV4S+kVoW/8Pda1TSNN15+mR8+/phHVJXalwhKk1vUYN3gFgz8aB3Bpy+8zV8xDJQmQexvWouqv+xmEtDHbOaQrvNACddjvRSzrhOVnUV6i2rMv6ktuqIwcM42au3MICUoGG8hGh835eZy5pZbeOfDD0tljsUla7wWk0VVKd4WWBcK8no5qkMDlye/lTrSZCr2Oq+aYZClKNQKTcwLXU1VIewfPphpIa+vaaSkpJCQkMAPP/zA26+/zugHHuCm3r3p0KQJrerWpUuDBvz9+ut55557+H7UI2wcO5GMp96j+ms/csu0pUQcO027D5bRfMVuItPTqBFpIuzmqCtfXFzgxptuYuaiRcRZray4xHopWeF2lt/bjmt/2nFB6Iph4K1jJ9duJWzfaZ+HrgAui4VDlmB6f/Eng3/5k+mje7NrUCMa5J7BrOslHt+sKPRVFD6YNMkHsy25OXPm0LZtW5o1a8bQoUPJzLz0use//vorIT7oMBaiOKRWhb+QWhX+QmpV+AupVSH8n9ls5tmXXuLj337jfZOJ5ZfIAurtSqfVykMsGd4Rd8CFTX81cnNJ6N6IjgkH2WexUEdRWKdpdC2lDbIBNJOJpNAqOI54uGvScu74dj0JPRrz4cSBuFuF0jD7DDbv5TdiDzGZOJmRUWpzLC7peC2mJ0aPpsovv9ChhGtH1MnO5t6aIfyfw4Fq5K3DsVPTmOf18kQxOv8Oud0sb9WSHz/2QO5SqD4Rqr9YojleyunTp/nzzz/ZkJDA2uXL2b17N7rbTVWLhWqKQrjXS1WPhxoWC9UtFqpZLKiXCfASNY1aRi5rn+hP4ItzqVmlCs3Oe2HfvH//FedkGAYjRoygTZs2jB8/npMnT/Lwww+zefNmgoKCeOCBB3j00UcL9f1VllrNyspixLBheLZsYbjVivXsO0Uuu4X5o66h+ZpkmiUcvuCcmjk5zH+oK91X7cWd5EIvheD1fGZdp74jm9U3tmBD52ju+joB+75M0oKCSjSuW9d5UdfZnpTko5kWT3p6Oq1atSI+Pp4mTZrw9NNPk5WVVeDGcXv37mXQoEGkpqaSnZ1dqPErS62K8ie1KvyF1KrwF1Krwl9IrQqRpzLVamZmJg8PH07S2rXcZ7FQp4Du1/U3NeN0rWD6zNiEWcv7vutrObz/7EDGTpjFB4FBZBkGf+o6b9hsmEs5G8hnGNR0OFCrmFkR24JtrSPps2QX7VYdJB0b2ed13m7WNNqaTKR6vcxt3JjflixB13UWLVpEbGxs2cz3MqTjtZgsqkrJe/LA6vWSneki+sz/3oWIOtvxWpwX+x6Ph388WC0vdDWFQXjhQsYrSU9PZ8GCBbz64osM7tOHlnXr0rd1a6YMH87R996j944dvGoy8abdztOqykiLhdsDArg+JITWdju1VfWKoesnHg8NNPCoZvqZTHzi8ZB4mV35/mrXrl307duXH3/8Mf+xsWPHEhwczM6dO0lISGDevHnMnj27RD8LfxMSEsKPc+bQb9w4XnI4SPV40MwKy+9pT+Tu9ItCVwwDczWVtJoh1NqeXuqhK+S9u3UgKJSmCw7wjylLmTWkPX880IkG3mwCrvCu1uVYTSZCdZ3Dhw9f+eBStHDhQrp06UKTJk0AePjhh/n6668veo3n5uZy77338s4775THNIWQWhV+Q2pV+AupVeEvpFaFqHxCQ0P5+pdfeH3mTD6y2/nK6ST3L3eXdpqTiMWlkXBrKwzymqL2ta9Dt7UHSA0M4qhhkAN0NJvLLnQFUBTSAgNJ8djo9ONOHvu/+TjtViZPvInEQY2oRy5VnU5mud3EeTx85fViI6/xTNd1xo8fz4MPPsjkyZPLbs6XIMFrMamqiuaDd0GOBalY7Srm8/4oQhUFM3C6GONlRpnp0+ZssFjrfTBXLda8Tp8+zcyZM7l7yBCaR0VxY8eO/HfkSM7ExXHD3r28rqpMtNkYoar0CQ6mvtVa7BfhudD1IVWlim7gtpqpoyg8pKpFCl+nTp3KyJEjGTp0aP5jGzdu5L777sNsNmO1WrnxxhsvCGavFoqi8K8nnmD677/znqIw65YW2HI9dJq/56JjqzmdLL6xNTfO3sKR4LK9fSjTZuOoQ+X+SUtptvsY7z43iOx2VamXlQnFfL218Hr5Y3HZrg/8V4cPH6Zu3br5X0dFRZGZmUlWVtYFx/3zn//kn//8J23bti3rKQoBSK0K/yG1KvyF1KrwF1KrQlRe1113Het37qT3hAm86HKx1OFAP/vva5MBPWZu40zNILb2aUit3FxWd29M23VJOFSVo7pOkq6X6jIDV3I6IIAkcxDRi5MY/8Jswk/l8J+nY1n9tzbcGGIQ63CwxuvlW02jTlQU48ePZ+bMmQC88847LFiwoNzmDoUMXg3DYPjw4Uw6u1biyZMnGTZsGM2aNaNjx4785yrcNdxXa7weDLERHqSS85eW70iTiSNFXOdSMRs89kw6FiULgm6C0PsKfa5hGOzYsYPXX3mF7m3b0qtVK2aPG0fnDRt402rleauVe61WegYHE2m1YvLhOx2HDIOHVJVmZjNmr47XYsZkGDQzm3lIVTlUyMBtypQp3H333Rc8ds011/Dll1/i8XjIzs7mp59+4tixYz6bu7/p2rUrT/7wNqciq5L81UY03WCB13tBuG0PhoMNalD3z1R2GnnPlylFITk4lNBNJ3j8/+axvU0UXz3Rm8gANyEuV5GHa2M2M/+nn0phooWn6zpKAa8Z83l/eU2bNg2LxcKDDz5YqDEnTpyIoigFjitEcUmtCn8htSr8hdSq8BdSq0JUbmazmYfHjGHNjh24Bg3iRYeDPU4nC7xeDjjdXP/Fn+zvGIkrMpCcICv2Yzns8HpJA3SgYQV4HeeqKgcCQghbn87jz82m5Y4UFo3qRdRjPYmLDKBNbg6r1q7ND10Bhg0bRv/+/ctx1oUIXuX27YKpVqtPOl4P2q3UUk0XBa9RilK0DbZMBq3+lUbH1h6w1IGIz/I367qU3Nxc5syZw8i776ZlvXr8a9Agjk+dyqgzZ3g1IIA7AwJoEhDg05C1ILEWS/5aroqW1/GqnP3em5nNxFoslzv9siZPnoyiKHTo0IFbbrmF/v37Y73MLnyV/X8Olh5Yzca0bXz60Ae0u38ELzscBJ3tOE7UNMKcTpbd0IpBc7eyLCCQTzweosvpZ+G0WDhkCiL20/XEzt3Gh4/15UC/aKJzirb5VrTVypYtW0pxpldWr149jh49mv91SkoK4eHhBJ23hu2MGTNYv3497du354YbbsDhcNC+ffsLzjvfxIkTMYq5JIkQlyK1KvyF1KrwF1Krwl9IrQpxdQgPD2fqp5/yzR9/MKduXf70evnI4yH5jINB09dxoHktuq/ex6oAO9O9XqxAV7O5QmUkbrOZgyFVUBKzeeiVBVy7aCcrb+uI9vxA7mtbA8WcF3UOGzaMSZMmYTKV783+V7y63L5dMIvVWuKOV4uuc0g1U1/XcP6lbTvSZCKlsOGSYtDuX+k06JeD26NC5I9gqV7goYZhsHbtWu4fOpSOjRrxxahRNFy2jNdUlcdVlb5BQYSXIOgsKcU4++Gj13RmZiZvvfUW27dvZ/HixRiGQePGjS95fGX+n4Otqbv4ZuuvPNPzEcIDq/DsSy/xyaxZLAwMpDnwiceDxaaxo2Uk1dYeZoqm5XcilxtF4XhQEJ5kF4+9NBdXgIVpLwwipJaZGrm5hRrCrCgoXi9aEdYL9rUBAwaQkJDA3r17AYiLi2PIkCEXHLNu3Tq2b9/O5s2bmTt3Lna7nc2bN1OnTp3ymLK4SkmtCn8htSr8hdSq8BdSq8KfyV3aRdeyZUv+WLOGiTNmEBYezgceD+w/ypprG1Et6QTvYdDLZEIHupRnJnAZmslEcmgV3CkeMt/6g/ZfrmVf1wZ0eq4vkdc3ZuL/vVTuoSsUIniV27cLZrFa89fEKK5Aj4cUTaG+y3tR0hhZ2I5XxaDdvzKo1z8bh1PhiPIx2K+96LDMzEzef+cdOjRpwnN33EGz+HjetNu512qljd2OpYK8e6EpCqpHQ7f45sURFxfHCy+8AMDx48eZPn36RfV8NUg+ncIHCf9lbPeHiAytnf94586dWbdjBx2GD6eZ08mfsS3ot3A7T5nU8g9dz+M1mThoD6X1rL08ELeCn+7szMq729HAnYW1EEshhKkqGRkZZTDTgtWsWZPPPvuMO+64gxYtWrBt2zYmT57Mhg0baN++fbnNS4i/kloV/kJqVfgLqVXhL6RWhb+Su7SLT1EU+vfvz/rt23nuxRfJrFsFq9vL4l0nGB7biZM2KwHkNQZagoIJqF6zvKd8Ed0w+ErT+D0wkH+nuVnx6Xp2frKWwDqh/OOnp/jizx85mVucHZR8RzEK2do3YsQIWrduzfjx4zl9+jTjx48nISGB2rVr07dvX1avXs2sWbMKPHfixIm89NJL+V9Xhm7Cj+Li2PrCCwwMKf7mQxHZ2dxfK5SXHbnY9IALnvMYBuNcLt6x2VAvEYoGVPPSflw6Ndo78DoV/v5cdWbMOn5BC3hSUhKTX3uNhb//znWKQm+rldAKEqYVJPrMGd5942bGvTiHgwEX/mxv3r+/UGOcX6tZWVncd9997Nu3D8MwmDBhAvfee2+hxlEUpVLU6knHaZ5b/DZ3tx1Cj/pdL3nc1ndf572QPXT8929ssAVx+2WWZChPimFQLyeLXT2jWTigFbf8somoDcfyNgK7xGvlfa+XqQsX0qxZszKebdmoLLUqKj+pVeEvpFaFv5BaFf5CalWUljFjxtC9e3cWLlyYnwO0bt2aKVOm0Lt3byDvTu7169czY8aMK453Ndfq0++Oxr1uMxv3e2nUJJRNaw5Q3zB4OCSU4LrRZB8+hDcnu7ynmU83DL7yell9ibtbbeF2eo8ciFHPRpfIdtzcvB91q5R9h36x2grl9m2IjIritM1WojFsXg9ZmU4aZF68YZCqKFRXFFIv8TOL6JFNr6lHqNHegeuMia+eCSO09uD80PXAgQPcNnAgt3bvTtDvv/OG3c5gu71Ch64A+rmOV3PxO3BnzJjB+PHjAQgJCeHXX39l+/bt7Nixo9Cha2Xh9Dh5c+U0+jXqcdnQFeD3xjacm46xpnc/FmsaPzidFfI1aygKScGhVFt7nMden8+GLg34/rGe1FVdBLvd+cdt1rT8rnSnYRASEoKu6+W+o6EQQgghhBBCCN/wxV3alX2vl8JYuWole0NdVO16E6ccDm6/63HComtwd+PmhDZozJZ9ibiys8p7mhfYqusXhK7Dhg0jKSmJYcOGAeA65WDB279wq703tUNq8PKy93lj5TR2pu0t06yjWMGr3L4NUVFRnC7hWhFpgSqqzYKqF/ziLmi5gSpNnHR+NpXOE9KwhugcX29n+SNR/LwzmDvuuw+Xy8XEf/+bwTExdN66lZcCAugeGIjZT36B6IqC1eP12VIDVzNN13hvzadEh9Xl1hYDL3vswhWL+fPETkb8bTxff/89n3z6KStUleedTg66Ln5joCJwqCpJBHLzRwn0XrKbKU/053CvKKKzzzDP7SbO4+ErrxfdMMjWNEJCQhg/fjwPPvggkydPLu/pCyGEEEIIIYQoBcXZZLuyNQsWRXx8PE++/W+iqtbh+bH/Ji4ujgkTJvDK3/9F3cBAAI61a8dTDgefuVzsriBNWrkeDwGmCzfSslgsTJo0KT98HTduHIMH3cxtLQcx9cZX6BTRhrj1X/Lc4rdYe+RP9CJs3F1cxdpFacKECdx33320bt0awzB4+eWX6dKli6/nVqFFRUVxooR/QAdCAwgPsJKTpRZ8DZOJI7oOqolanXNpdNsZqrVxAqA5FXZMr0bSvBB0AxK9Thy5uXRu3pxr3G5eqUDrthaFpihYPBqaxUSJdy+7ihmGwWd/fo9H9/JQ57sv+85dfHw8b/70Pn3692VAz34ADBo0iK+//pqRI0fyjdWK/cQJblcU6le05QcUhWNBwaj7cxj70hz+uK0dcc/FctOMeNKTHKy22dANAyfw4osvMnPmTADeeecdWrduTWxsbPnOXwghhBBCCCGET527S7tq1aoAvPbaa5e9S/tqFh8fz6hRo7jttfu5plknAGJiYoib8G+yvvkO27DbSXBtZ+CSFMbNnce61GN8Pm0a0zdsoIPZzDVAA6u1TJv9jno8/KjrBLZsyaYffyQhIYH+/fvnb6RlMpmYNGkSsbGxF/yb32qx0r/xdfRtGMP6o1v4bddCvtnyKzc370fP6G5YzQVncyVV6DVefXbBSrJehmEYtIqM5E27vdhjrA5X2GxReeJoDg714j/gbZrGutoOvv9PBtaQvJDXk6OQNC+Ug79XwXkiLzff43TykaYRYTYz3GKhhqVYeXqFUCsnh58e78Edn68l1X1hyFfYNV59xZ9rdXbiYpYeXMMrfcYTaL18jb7/4QdsrL6fd254kepBVS94Lj4+ni1bttC2bVueffxxLKmp3K4o1K1oAexZVR0OTLVtfDPiWhrtTyd85kbeVmyc+kt3+rl3wyrCDoe+4M+1Kq4uUqvCX0itCn8htSr8hdSqKG3n7/Xy73//m8zMTKZMmcLx48e59tprmTlzZqEaBq+2Wp02bRqt2rZiRtpvvDvoRcLsVQA48vOvJDkdbDl9iqHDh/GfL19ikK051z4wGgCHw8HsWbP48fPP2bp1K2FAU12nqWHQzGbD5uN/axuGwWGPh1mGwZmqVXl58mT69etXouUhDMNgV/o+ft+9kAOnkhnYpDcDGvUk2Bbkw5kXs+NV5L0YlRIEnGZdJ8lio56h47jEOJEmE/tPmLCG6GSnqCTNDSF5QShex4UFvCInhw4mE/eGhxd7PhVF/hqvqgncVz5eXCzh8CZmJ/7Bq32fvGLoClDnuoZYc8MvCl0h752umJgYAJZv2MDy5ct59vHHsaenc7uiEFnBAtiTdjum0wYjX13I1r6NWPbKYF79fgMfbTnOVjVvrpUtdBVCCCGEEEII8T9yl3bhjR49mjWHN9LIG50fugJE3XYLUUDM2a+H3/kEr62YQo0Th2hcLRq73c7QO+9k6J13ApCSksKqVatYOmcOP6xejeFw0NRkoq7LRXWLhWoWC9XNZqyF/He4ZhgccrvZrWnstVo54vHQsFEjnnjhhRIHrucoikLLmk1oWbMJyadTmJW4mEfnvkCv6G7c1LRvgRlJsa4jHa/Fd02rVozLzSWwGAFOqMvFC5EhDHS5aJ1VcMEYhsETHhdvRppQ0wsOuAzDYGxKCq/XqYO9EgRJVR0OFo/sTL/Z2zh55sLvRzper2xPxgHeXPUhz/Z8lIZV613xeIfHyZg5z/NK3/HUCalVqGsYhsGSJUt4buxYqpw8ya0mE3UK6NgubwFuN7lWD+tGXEuKycSqn3bgOJ5FUlISFj/uCi+IP9aquDpJrQp/IbUq/IXUqvAXUqvCX1yNtfr2qji6RLajd4NrL3vchpStfLLhG17u+wS1gmtc9tjMzEwSEhLYsnEjSfv2kXzgACkpKTgdDvB6CVdVws6Gp4aioJO3KXa2ppGjaRgWC23bteP6G26gZ+/eNG/evEyap07knmLuniUsPbiGDhGtGNy8P/XDoko0pgSvJXB7bCz9du4kqhhdfxHZ2QyvHcoLDgeBmu2Sx012ubjBYqGF2Vzg8zscDhZmZTG2Zs0iz6EiCnM6WXl/e677YzenT1z4nASvl5eanc4Lf0xiVJd76VinTaHO+X33Qg6cTObx7iOLfD3DMFi4cCGvPP00WkYGvTSNrnY7agVYW1g3DL70eFijaTTSNXKva0Tdgc1JXZNEtyptmfz25ErV8epvtSquXlKrwl9IrQp/IbUq/IXUqvAXV1utZrtzeGT2c3x402uFumN2/t5lzN+7jFf7PlnsW/K9Xi/Hjx8nNTUVALPZjNlsJjg4mPDwcEJDQ8v93+s57lwW7V/JvD1LqRcWyZDm/WlVs1mxOm0rT/JQDupFR5Ph9Rbr3ACvl6xMFw0ynZc9LtJkIuUyL/q5mZkMCg0t1hwqIl1RUN0aXkvBQbMoWLYrh9dXTOH2ljcUOnR1e93MTvyDW1sOLNY1FUUhNjaWVZs38/mSJXhvv50JLhczXC6S3OW3ToRuGHzl9bJG10FR2G+2cGx1EpsnLcNeM5h9DTIY8/LYMtm9UAghhBBCCCGEqKjWHdlM21otChW6Agxs0puOEa2ZFP8RHs1TrGtadEvqAgAAIABJREFULBYiIyPp1KkTnTp1on379rRp04YGDRoQFhZW7qErQJA1kFtaxDLlple4tm5HPt04kwmL3mB18kY0vWg7wZf/d+PHmnfocNlQ9HIy7BbMqpmAK+S2kYrCkUsERKe8XtK8XprZLt0x6280RUH1amgWKc3C8mge3o6Po3OdtsQ26VXo85YeXEOjqvVL3DYP0LRpUyZNmcL2Q4e4f+pU5kRH87zDwcLcXHLLOODcqmms1v73i3DYsGEkJSVx66BbSPx8Awd/28GRWqd57tc3yHRll+nchBBCCCGEEEKIimJV0np61C/a+rf3tr+NYFsQH67/qtJ3B6tmlT4NY5g86HnuaHUD8/Yu5fG5E1mwdzkub+EaziTdKoEuXbuSVMzQc3+ojbBgK7lXWBszymTi6CUKeVFWFv1DQnyyqHBFcW5zLQleC0c3dKat+4JQWwj3tLu10Od5dY3fdy/k1hbF63a9FFVVGTJkCPNWrmTexo1EjBrFK4bBZI+HeTk5HHG7S/UX8xG3m/keDy2bNgX+t5GWxWJh0qRJDBs2jFM7j9PD0ZpmDZryxLyXWXZwTaX/y0IIIYQQQgghhDjfScdpDp5KpkNE6yKdZ1JMPHrNAxzPSuP77bNLaXYVi0kx0TmyHa/0Hc+YbiPYenwXY2Y/xw/bZ1+xoUvWeC0Bt9tNh+ho3rAXriX7fGvDFNarKk8dzbls+Oo0DJ50uXjPZsN8XsCqnd1U6+06dbBVgDZsX7F5vRzqX5+oI6cxpZrxZGXmPydrvF7su22/se14Ii/2fhyrpfBrDS87uIYVh9bywvWPl+Ls8hiGQWJiIosWLGD+zz+zb88eGqgqLdxu2tpsVC/hRleGYbDb5WKFopAeFsY7H31ETEwMCxYsoH///hfcpqDrOosWLSI2NhaAAyeT+GjD1wSqdh7qfHehNxiraPyhVoUAqVXhP6RWhb+QWhX+QmpV+IurqVbnJP5B0ukURl9zf7HOP+PM5LnFb3Nby0Fc37C7j2dX8aVkpjIrcTFrj/zJdfW68mCnYQUeJ8FrCXVs2pQJHg8BRQg/7dVq8JWShYqX23NtmAODcGakXXScGhKKJyuT510uRqsqEWevoYaEsjL1GDucTv5erZrPvpeKIDyyHnsbeqiekUM49fE6csk6lBe4SvB6oSUHVvPLznn8X7+nCA0IKfR5uq4zdv5LPNTpLlrXal6KMyyYpmls3ryZhXPnsvD330k9coT6Vis1vV5qeDxEqCrVLBaqmM0XbNRlGAYuwyBH1zmpaRzwekmy2djrdtPpmmsY8cgj9OvXr8gd4JquMW/vMn7ZOY9BTftwS/MBWMwlC4PLWkWvVSHOkVoV/kJqVfgLqVXhL6RWhb+4mmp1wqI3uKvNENrWblHsMVIyU5m45B0e7fZAicbxZ6ccZ5i3dyl3t72lwOcleC2hUcOHE7VoEe2K0PUaarXxrtlEl0ALPWvUJ/vwIbw5F7Ym22vWxl6zNq5TJ3jn4H46mc10NpsJiqyLLbwac/fvpe6ZU0RaC9/lWGoMAxNg1nXMhpH3cYXPTYaBYVbQVBO6akazmNDsVrDb2N00nKAcF1UyvXhUBY9ZwaOauPW3P8v026rItbo1dRf/SfiMl/qMo05o7SKduzp5I3P2/MGrfZ+sEMtUuFwuEhMT2b9/P3t37mT31q2kHD5MRkYGTqcTQ9dRFAXFbCYoKIgqoaHUjoigS69edO3WjXbt2hEQEFDieWTknGT6pu84np3OPzvfQ/MajX3w3ZWNilyrQpxPalX4C6lV4S+kVoW/kFoV/uJqqdVjWWm8sGQycTe/htlUss3Nd6bt5Z3VH/NC78epFxbpoxlWHhK8ltDPP//Mz48+yrAiBD+1c3L4R1gwp7KdRKoqdTSNuopClMlElKIQGlqFkPoN84//dv8eHJlnuCe6Ibbw/3W4ZiUduOBW/AKdCzzPD0B1HctlQlEU0FUTmmpCOxeKWs14VTNeqxmvasJrteA5+7XHasZtteCyqbisFtw2y//+e/7n1ryv3da8D4tXw+byYnN7sbq82FxeApweWu9IQTEMUiKqYPPkHWN1e7n364Qi//mUREWt1eTTKby87D3Gdf8HLWs2KdK5hmHw1MLX+FubwXSq06aUZui/DMNg7ZE/+ezP7+kY0YZ72t1CsDWovKd1RRW1VoX4K6lV4S+kVoW/kFoV/kJqVfiLq6VWf9wxhyxXDg90vNMn461KWsc3W3/j1X5PUtUe5pMxKwv/up+2AurZsyevFbFrUA0M4u027bHtP8Ce0HD2HD1MktPJOo+Ho4ZBcEY69XNyaFgljOjAIKrbg9ielUnDtOM4sjNx2e0YJ1Kwe915gajVjKaa8oPR/wWiFjxWc174WYRQ1FAUbC7PhaGoOy8YtRb0mNuLzeEhONOJ6vZicWtYPDoWtxeLR8Ps0bF4NExuHbNXx+zRULw6hmJCU5S8D5MJJTAIa83aJNbRcQVY6LVdwWOykXX8BM4c2X0e8ha/fmPlNEZ0GFrk0BXgz2PbwTDoWMTFs68WiqLQrW5H2tZqwTfbfuWJea9wX/vbianXuUJ0BwshhBBCCCGEECVhGAarktbzyDXDfTZmj/pdScs5wZsrp/HS9eMIUEt+V2plIcFrCVWvXh2PzUauYmCxqXnhp3peh6h6NhS1mtHOfr1vfw7zt+2khpJLp851aNKwBUZthTqqGa9Z4Uyum1OnHPx5yklCykmy0s/gMMN/Rl3LoPhMlnYM4GRog4uC0UsFpKGnHaiebFS3djYM1c+Goxpmt5Yfhpo9OiaPDgb5Yej5waimKHgLeFxXFIyzoZT37EcehQtKzHL24zKvv5DgYCyag2zVjNNqw+X1kOvIhUq0gVhxOT1O3lwxjX6NetCjftcin28YBj/vnM+tLQdKiHgFgVY7IzvdRc/61/DRhq9ZfiiBhzrdRc3g6uU9NSGEEEIIIYQQotgOnjqMpms0rhrt03FvbTGQ49kZvLfmU57sMarESxhUFpV+qQHd0HFrHtxeNy4t7yP/c68Ht+bGdfbrCz6/4HgPLs1VwHN54zo8TtB0VE9emGnx6JjPBZtnuz3PhZwWj87n3/+JDpiAR69vetHzeeflPVatQXOCspygWDCbTFQ/cpjUA3upYrEUGIxe8LnJhJ73Qy+zn7cvmJoGcaxOGA0TTpLjdOQ/fjVvrqXpGm+viiMsIJR/drm3WMHp9uOJfLLxG94d+CImCbILzatrzE5czKzdixjcfAA3NuuLpYL9BVKRalWIy5FaFf5CalX4C6lV4S+kVoW/uBpq9YvNP2E1q/ytzWCfj+3VNd5YMZXawTX4e6e/SdMX5djxahgGXt17XrCZF3q6NfeFn18UihYcol4clOZ97tW8WM0qVosVmznvw2pR8z63WLHmP2a94LEgeyA2i5r3fP5ztrxjzWr+Y1aLlbSjx7m9ewwTC7nOa1KYytIzHq43oMWa5EseFxRZF1uuDub/baCVEVUXLSiQwymHS/xnUFGZ3Rpu1YyenQUWaco2DIPPNn2PV9cY2fnuYv/i+mXXPG5pHiuhaxFZTGZuaRFLt7odmb7hW1YlreMfXe6hSbUG5T01IYQQQgghhBCi0HRdJz55Pc/3fqxUxreYzIzr/hAvLJnM7MQ/uLl5v1K5jj8pl1Tr/p8ex6W5MStmbBeFon8JQv8SlAZbA7HZw/4Xmp47Pv/zC8dTzWqpJ+zR9aMJr1uXIykpRFmtlz3WpOvc0LomN2s6gZtOcqn3UYIi616wkdb5zj2eU0nDV7NXw6uaMVXyd5kKa3biH+zO2M/LfZ4odqfl3hMHOZaVznXR1/h4dleP2sE1eLbXo6xKWs9bq+LoFtWBu9oOIVC1l/fUhBBCCCGEEEKIK9qVsY8qthCiQiNK7RqBVjvP9BzNc4vfpkZQVbrV7Vhq1/IH5RK8fjT4DaxmtVKt9/Dw+PF8//jj3HuF4wK9XvbWrkLrzYdxXCIQVkNCLwhd3Vln+CxxF00j63F9RB0gL3x1Z57Bk5Xpq2+hwjB7ddwSvAKQcHgTc/b8wav9niTQWvyA75ed8xncvH+Fu0Xe3yiKwnXRXekQ0Yovt/zMuHkv82DHYXSNal/eUxNCCCGEEEIIIS5rVdJ6etTvUurXqR5YlaevG82ryz+gqj2MptUblvo1K6pyuefYrgZUqtAV4ObBg9ms63ivEBYGeTyk1gol9ETuJY/xZGXiSEsFwHXqBH8m7mJHaCjV7rub7RlpADjSUitl6Apg8ep5Ha+6Xt5TKVd7Mg7wycZvefq60VQPrFrscZJPp7Dv5CH6NOjuw9ld3YJtQTzc9T7+1e0Bvtn6K2+tiiMj92R5T0sIIYQQQgghhCiQR/Ow9sifdK/XuUyu1yC8Lo90Hc6k+I9IzU4vk2tWRLLYo49YrVYGDR7MWofjsscFejwci6hC0InLH+dISyUr6QBHkg7ysWHw49y5/GP0aH61mEjYtyc/mK2MzB4Nj2qmckXzRZOanc6k+I94pOtwGoTXLdFYP++az41N+2K1XH4ZDFF0LWs25e3YZ2kQFsXTC15j7p4l6Ff5GwZCCCGEEEIIISqeLak7qVulTokau4qqY53W3NHqRl5fMYUsV3aZXbcikeDVh558/nl+A1yXC14CzJh0A8Nz5dvoHZlneN/t5oP//pcGDRpgNpv5Yc4cvjU0Njudvpt4BWPSzi41cJUGWFmubF5fMYU7Wt1IxzqtSzTWsaw0th3fzYDGPX00O/FXqlllaOubeLnveNYd2cyzi98q7ykJIYQQQgghhBAXWJW0npgy6nY934DGPekS2Y63V8Xh1jxlfv3yJsGrD0VGRvLwk0/yo+fShZRT1U7t1ExyVPWK433pdnP7qFEMGDgw/7Hg4GDmLF3K3GrVmOdyYVTCdVDN55YaqITf25W4NQ9vr4qjS2Q7n4Slv+1aQGzjntjVAB/MTlxOZGhtXrx+LP0l5BZCCCGEEEIIUYE4PU42p+4st42u7m57C2EBVZi27gvSE9Zi/KXRztB1TqxdVy5zK20SvPrYI489xqHwcA64XAU+n1ktkNrHz5Bjufy+ZstcLpS2bZnwwgsXPVerVi2WrV9PTkwMcS4X7krWGWr25HW8mq+y4FU3dKat+4KwgCrc3faWEo+XkXuStSmbGdTkeh/MThSGoij0aVjwWrpz5syhbdu2NGvWjKFDh5KZefEazV999RXt2rWjffv2dO/enQ0bNpT2lIW4iNSq8BdSq8JfSK0KfyG1KkTltT5lK82rNyLUFlwu1zcpJsZcM5yUpD3MmDOVfVM+zA9fDV1n35QP2f3amyR/OxPDMMjIyODMmTNomlYu8/UlxSjjlklFUSpll+b5tm/fzp39+vFcQAAhZjObNY22JhMWILtTNVDAvj6DLYZBe/PFK5kudjpJqFqVJQkJBAUFXfI6hmEw9b33mP7WWww3m2lss5Xid1V2IsllxqPXM+K1xaSEhOQ/fvP+/WU6j7Ku1W+3/saOtD280Psxn6zH+t9NM1FNFu5rf7sPZidKIj09nVatWhEfH0+TJk14+umnycrKYtq0afnHJCYm0rt3bzZt2kRERARz585l1KhRJCcnX3H8q+H3qigbUqvCX0itCn8htSr8hdSqEHkqa62+vmIq19XvQo/6XcttDifWrmPT5Lf4fkA4nXfm0ie6O40fGcW+qXGk/bEk/7gpe3dzICsTzTBwaBqGoqCoKtf26MGtd99Nnz59sNvt5fZ9FJV0vJaC1q1b8+ZHH/G208mvbjdxHg9feb0EuN2kRlShalo2X2oacR4Ps85blkAzDP7rdJLSvj1L1669bOgKeb8Qxowdy2dz5zKvfn0mOZ0ccrtL+9srdWavjkc1XVVLDfyxfxWrD2/kqR6jfBK6nnZmsjJpHTc16+eD2YmSWrhwIV26dKFJkyYAPPzww3z99dcX/IVus9mYPn06ERERAHTu3JnU1FTcleA1LfyH1KrwF1Krwl9IrQp/IbUqROWV6cwiMWM/neu0Ldd5VO3Smege1zNk2RnWtA1i/c5VrL7tzgtC15yTGdztcvKc1cqLNhtvBAbypt3Oq2YzDZcu5fNRo+jcqBH9unVjygcfcPTo0XL8jgpHgtdScvOQIcTefz/zz7ZOr9Y01rlcpNaqgjs9m9Vn26XnaBqbNY2jHg//l5tLxwcf5IfZswkMDCz0tTp06MDC+Hje+PFHfqpdm/ddLlL8+C8/s2bgUS1XTfC6JXUn322fxYSejxAaEHLlEwph7p4lxNTrTLi9ik/GEyVz+PBh6tatm/91VFQUmZmZZGVl5T8WHR3NjTfeCOR1s48bN47BgwdjtRYcxE+cOBFFUVAUpXQnL64qUqvCX0itCn8htSr8hdSqEJVXwpFNdIhoRUA57/2imEw0HvMwzbr24oZVmSzqGkhA2l6Us/mY69QJXEePFHiuRVFoY7dzn9XKG3Y7w44eZcfrrzOoc2fuufVWdu7cWZbfSpFI8FqKXnvjDfr1+1/HocPtJrV2KCkncvIfaw1s8HiYHhzMpJkzef6VV4r9F9O1117LsvXrefbLL/mialWmuVwcvcxGXxWVyavjuUrWeE06fYT/JHzGE90fok5ILZ+Mme3OYfH+VQxuPsAn44mS03W9wNe1uYClRnJycrjzzjvZt28f06dPv+SYEydOxDCMSnkbjCg/UqvCX0itCn8htSr8hdSqEJXXqqT15brEwPkUk4nGj4wiMt3Dvd9sYPq9balxYAcYBjkphws9Tm1V5YbAQF4JCKDF2rU82L8/N/TuzdatW0tx9sUjwWspMplMfPbZZwwdOhSAULsF3aSQ7MhL8y2GQXDr1oyYMoW127fTq1cvn1z3+uuvJ37zZh6bPp3vatXiRaeT+bm5ZPrJosSKZuBRzZW+4/Vk7mneWDmNBzreSfMajX027vy9y+lUpw01g6r5bExRMvXq1bvgFoiUlBTCw8MvWk4kOTmZ7t27YzabWbp0KWFhYWU9VXGVk1oV/kJqVfgLqVXhL6RWhaic0nNOkJKZSrtaLcp7KsDZjbSmxgFQ1VudAYt28fHw9tQ8kEhQZN0rnH0xRVFoZ7fzbEAAfffu5aFBg7jzppvYX8Z7BF2OBK+lzGQyMWnSJAB+qVsDJT2bH84uI7AvKYmfFizg1ltvxWTy7R+FoigMHDiQpevXM2fDBho89hjv2Gy84XazKDeXU16vT6/nS4pXRzObgMobvDo8Tt5YOZXYxr2IqdfFZ+M6PU7m713KrS1ifTamKLkBAwaQkJDA3r17AYiLi2PIkCEXHJOVlUXv3r257bbb+O677/xqsXBReUitCn8htSr8hdSq8BdSq0JUTvHJG7imbkcsZkt5TyUvdJ3yYf6arrlVwmhyPIDG+9L44eZoIrMyixW+ntM0IIDnAgJos2kTt/XowTNjx+JyuXw1/WKT4LWU6brOU089BUBO7VCSTjrJPhuyPv300+hn14AtTREREYx/5hk2Jiby+dKlRD36KHGhobzgdPKLw8FOpxNXGcyjsAyTCYtXA3PlLE9N13hvzXQaVY1miI+XA1i0fxUtazalTmhtn44rSqZmzZp89tln3HHHHbRo0YJt27YxefJkNmzYQPv27QGYMmUKSUlJ/PLLL7Rv3z7/48SJE+U8e3E1kVoV/kJqVfgLqVXhL6RWhaic4pPW08OHzV4lcXL9hgs20nKdOsHBtFR6rEgFYFnnEGp6vKghoSW6Tnu7nZfsdjK+/55rWrdm06ZNJRqvpBSjjBdcURTlqlnjRdd1xo8fz8yZMwGoO6ApitlE8rzd+ccMGzaMSZMm+bzjtTAyMjKYM3s2K+bPZ+OGDXhyc2moqkQ7nTRRVepZrZjLcCH0BV4v0YrCwOxsJr01mCf//TsHgvI2h0rUNAKfeorRo0eX2XxKo1YNw2D6xm9JyznB09eNxmK6eM2k4nJrHh6d/TwTej5CdHjx3yUS/udq+r0q/JvUqvAXUqvCX0itCn8htSr8RWWq1eTTKby+YipTb34Vk1IxGtuSv53J4e++50DaccLSjuU/3kTR+fShznRfs5/wDWlk2Ww+ud4Rt5uPvF5uvOceXnzttUtuBliaKsZPvpJatGhRfugK0LxzK1595iWGDRuW/9jMmTNZtGhReUyP6tWrM3zECD797js279vHhv37eXbmTBo99RSr2rblWU3jBaeTzz0elmVns8vpJMPrRSulX0LRisInHg/HDAPVo6Fb8sozUdP4xOOhXbt2VxzDMAyGDx+ev7yDpmk8/PDDtGzZkpYtWzJ+/Phy/SU6K3ERezIOMLb7SJ+GrgDLDq4hOryuhK5CCCGEEEIIIcRVLj55AzH1O1eY0BWg3l3D+MWZQ/aRpAse36srPBgXz8L+LaF+IAE+Wh4zymplot1O6rff0q1NGzZv3uyTcYui4vz0K6HY2FjGjRsH5HW2RjatR2SV2kyaNCk/fB03bhyxsRVjPU673U63bt14/Ikn+H7uXHYkJbF0xw5G/fe/VB8zhr29e/NdZCQvAE85nbzgcvGB18vXHg9zs7NZl5PDQZeLU14vubpe5IC2mdnMQ6rKEl3PD17Pha4jLBZiYmIue/6uXbvo27cvP/74Y/5jX375JYmJiWzbto0tW7awfPnyC54vS2sOb2TenmU80/MRAlXfrofk1TV+272Q21oO9Om4QgghhBBCCCGE8C+GYRCfvN6ne8r4ytKDB6hp+cuas4rCAWw8/N4ffDW8O1VDdMw+WhLTrCjcEhDAyNxcRgwaxPNPP423DPc9Kv/VdSu5J554gtatW9O/f38e+v1pagfXyN9wKzY2tsKErpcSFhZGv3796Nev30XPZWdnc/jwYZKTk0lOSuLg7t0k7NtH6rFjOJxOHA4Hmteb12Gq6xiGgaHrKIaBajJhM5mwKgo64DEMPLqO1zDoAVg9GuvNCu85PQRbLPwSGMiEK8x16tSpjBw5knr16uU/pmkaOTk5uFwudF3H7XYTEBDg059RYSRm7Gf6xu94vte/qBYY7vPx45PWUzOoGs2qN/L52EIIIYQQQgghhPAfe08cRDWpRIdFlfdULuJ0OAq85V83mTjqsfH3j5YT92gf/vXGfJKMIAwfLYFZ12ploqry81dfEbtiBT/OnUt4uO/zmb8qVPBqGAYjRoygTZs2jB8/Hk3TGDNmDMuXLwfghhtu4O2330Ypw/VA/UlsbCw57lw8mocqAXmLBJtMpgoful5JcHAwLVq0oEWLFkU6T9d1nGeDWYfDgdlsxmazYbPZsFqtWDSN0Z89wpehITw26iGefPLJQo07ZcoUABYuXJj/2IgRI/jhhx+IjIzE6/UyYMAAbr755iLNt6RSs9KYHP8xY64ZXirLAOiGzq+7FvBAxzt9PrYQQgghhBBCCCH8y6rk9cTU71Ihc7rLzcljNpOb7uG2HzfwyWN9+edbizgQEAI++j7MisLQgADWHT5Mz06d+HHePJo1a+aTsS/liksNVPTbt/1FanY6tYNrVMiiL2smk4nAwECqVatGVFQUERERVK1alaCgIFRVZfXGjRxxuOg94j6++OIL4uPji32tl156iRo1anD8+HGOHDnCyZMnmTx58iWPnzhxIoqi+OzPKcuVzesrpjK01U10iGjtkzH/at2RzQSoNtrUal4q4wshhBBCCCGEEBVVRd/rpaxpusaa5I30qNe5vKdSsCvkLbmqSsjO03Rdd4DvRvWgXm62z6fQ1WbjHx4Pt/TuzYJ583w+/vmuGLyeu3176NCh+Y+df/u2y+Uqt9u3/Ulqdhq1g2uW9zQqvPj4eEaNGkWjBo0YdtffiIuLY9SoUcUOX3/++WcefPBBrFYrVapUYfjw4SxduvSSx0+cODFvSQQf/FJ2ax7eXhVHl6j29G98XYnHK4hhGPyycz63tRwkob4QQgghhBBCiKuKNAtebHtaIjWCqlE7pIJmUIpyxczlVEAAzZYcpFpGFn/8rT21c3wfvkZbrTxrs/Hsgw/yzptvllo4f8XgdcqUKdx9990XPDZixAjCw8OJjIwkIiKCxo0bX/b2bV93Efqj1Kx0aofUKO9pVGjnQte4uDiqhVfFo3uIiYkpUfjasWNHvv/+ewA8Hg+///473bp18/XUL6IbOtPWfUGYvQp3tx1SatfZnLoDr6HRqU6bUruGEEIIIYQQQghREUmz4MVWJa2nR/2Kt6nWOaqqUpitrVKDgrl+5hZOhweyu29Dwp1On8+litnMv+12/vjgAx646y7cbrfPr3HF4LUgxbl921ddhP7qWHYatYMleL2cLVu2EBcXR0xMDKpZxaPlvRTPha9btmwp8pjvvvsup0+fpnnz5rRv356oqCieeuopX0/9It9t+50TOScZ03U4JqVYL7MrMgyDn3fO59YWA0vtGkIIIYQQQgghREXli2bBysTtdbMhZQvX1u1U3lO5pOjoaI55PIU6NjkohGEfxbOhczRZrcIJKuR5RaEqCv+02bCvWkWfbt04ceKET8cvVlpT1Nu3BRzPSpelBq5g9OjRxMTEAGA1qXj0/72gYmJiGD16dKHGmTFjBuPHjwegWrVqfPvtt+zevZsdO3bwwQcfFLh7ni8t3r+KhMObePK6h7FaSu9au9L3ccaZSfcK/AtVCCGEEEIIIYQoS+W910t52nRsOw2r1ifcXqW8p3JJPfr3Z09hO0sVhYMBITz0/hJ+ua0jATXNWDXN53NSFIUbbDb6Hj9O/5gY0tPTfTZ2sYLX8rp925+lZstSA0VhMVvyO179yeZjO5m5fRYTeo4h1BZcqtf6Zdc8hjQfgMkk3a5CCCGEEEIIIQSU714v5W1V0np61Ku4ywwAdL/uOg7YbIU+3lAUkpVARv1nCZ/+sxe1rG5Mul4qc+scEMAtWVn0j4khLS3NJ2MWK7Epr9u3/VWux4HT6yI8oOK+41DRWE0WPJrvW8iddwYCAAAPzklEQVRL06FTR5iy9jOe6P4PIkp5Eet9Jw5x5EwqvaLlDQ8hhBBCCCGEEOKcq7VZMMedy7a03VwT1aG8p3JZHTp04KC3aI12mslERraZ4Z/FE/d4X+p7c6CUgvIOAQEMzc2lf/fupKamlng8S2EPnDFjRv7n527fFoVzPDuDWsE1KkXbellRzSoe3X86Xk/mnubNVdN4sOMwmtdoVOrX+2XXfG5u3g+LudAvYSGEEEIIIYQQotJ79913GTNmDM2bN8dsNtO3b9+rollw7ZHNtKnVnECrvbynclkBAQHYgoNxeDzYi3AHr8tiwXrYycB525jxaG+Gv7OEQ0Gl0+DY1mbD5HQyICaG+StXUqdOnWKPJalNGTiWJRtrFZVqsuD2k45Xh8fJ6yunEtu4F93rdS716yWfTmHPiYP8q9uDpX4tIYQQQgghhBCiopNmQYhPXkf/Rj3LexqF0qVbN/YtXkwbe9FC4iyrlZobjtOsZii/P9iNGz5dx5HgkFKZY2ubjXucTmJ79GDeihVERUUVaxxZHLIMpGanUbuUbz2vbFSzitcPOl41XePd1Z/QpGo0Q5oPKJNr/rp7ITc27YOtFDfuEkIIIYQQQgghhH845TjDgZPJdIxoXd5TKZSeAweSWMxzTwQG0mn2bkyaztohLamRm+vTuZ2vZUAA97vdDOzRg6SkpEsel5p16fVgJXgtA6nZ6dLxWkSqWa3wHa+GYfDpxu8A+Hunv5XJUhKp2elsObaDAX7yLpYQQgghhBBCCCFK1+rkDXSObIfVTxq0Bg0axMYSnJ8SHMJNn6/nYMPqpHSLINTl8tnc/qq5zcYDHg839OzJ4cOHL3o+05nFayumXPJ8CV7LwHEJXotM9YPNtX7fvYi9Jw8xtvtDmE3mMrnmb7sW0r9xzwq/ZosQQgghhBBCCCHKRnzyBnrU71Le0yi08PBw6jZqRLLbXewxDgWGcP+UFfzRtyVawyACirhhV1E0DQigtddLbK9enDp1Kv9xl9fNmyunUVepxbRp0wo8V4LXMpCalU7tEAlei0I1Wyr05lqrkzcyf98ynrluNHY1oEyueSL3FAlHNnFD0z5lcj0hhBBCCCGEEEJUbKlZaaTnnqR1zWblPZUiGT56NKt1vfgDKAqHrMGMev8Pvrn3WsKqGFhKMt4VdFFVXC4X/a+7DqfTia7rvJ/wX8xOhS+ejqNdu3YFnifBaylzepzkeHKpag8r76n4FatZxaNVzOB1d/p+/rvpO57uMZpqgeFldt1ZiYu5PvpaQm3BZXZNIYQQQgghhBBCVFyrkjdwbd2OZXYnrq8MHjKEDbqObhjFHkNXFI56bDz04TI+fuR6ohQHSgnGu5xmZjMPqyonTp3i7zEx/Hfu+xzPOM4vz31FXFwcMTExBZ4nwWspS83OoFZQdUyK/KiLwlJBlxo4lpXG5NUfM+aaEUSHF29Hu+LIdGax/FACNzXvV2bXFEIIIYQQQgghRMVlGAarktbRo57/LDNwTmBgIN179mSrw1GicTxmM9kndIbOXM/Hj/ehgSsLSjF8nWgY3BKps2vXGla+/BNx0z68ZOgKEryWutTsNGqF1Czvafgdq1mtcEsNZLqyeX3FFIa1von2Ea3K9Npz9izh2rqdpHNaCCGEEEIIIYQQABw6fQSv7qVJtQblPZVieeTJJ1lmsZR4nFxVxZ54hu7x+/jm4euon5Plg9ldLMDrpV7DYJbEtqLje0to0KjZZUNXkOC11KXKxlrFoprVCtXx6tY8vL3yQ7rV7Ui/RteV6bVz3Lks3r+SW5oPKNPrCiGEEEIIIYQQouJalbSOHvW7oChKeU+lWDp16sQpu50zmlbisU4HBNBoeTI1j2ey8J6ORORk+2CG/2PRNMKqGHx9f3duencxy5UA4uPj+eC99y57ngSvpUyC1+JRTRY8esUIXnVDZ+raz6kWGM7f2gwu8+sv2LecDhGtqRlcvcyvLYQQQgghhBBCiIpHN3TikzfQo17X8p5KsSmKwqixY5nv8U3+czwoiN7fbyErJIAd/RtStYTLGJyjGAZRZicfP3I9Q6ct5aBL5WabjZEWC2+99RbffvvtJc+V4LWUpWalSfBaDGoF2lzr262/cdJxmtHXDC/ztXqdXhfz9izllpaxZXpdIYQQQgghhBBCVFy70/cRYgsmqkpEeU+lREb8/e9sMpvJ9kHXK0ByUAh3fryaPzvU53TbagS53SUb0DBo4M4mbmw/hnyzlqQMjfpWKwCdVJW7TCaeHD+e+Pj4Ak+X4LWUpWanEyFrvBaZWkE211q0byXrjmzmyR6jsJrVMr/+H/tX0axGI6JC/fsXqYA5c+bQtm1bmjVrxtChQ8nMzCzWMUKUNqlV4S+kVoW/kFoV/kJqVQj/sippvV9uqvVXVquVxydMYI7XR813isIBewgjP1jK70M6YKutYi1BqNsgN4vPx/Si15JdnNxzhgib7YLne9ps9AG2bNlS4PkSvJYil9dNliubavbw8p6K31HNKu4KsLnW9ztmM6HnI4Tagsv82h7Nw6zExdzWYmCZX1v4Vnp6Og888AA//fQTiYmJNGzYkGeeeabIxwhR2v6/vTsKiXLN4zj+G82ttFPY1llX1F2PhHaUycRKcllMKsgWhjUiaC/cQ9FiUrAUQacbk/Yiii4W2dybYDMvDxqsQl0sWBtrZLul4gFFrUw5dfJGs7XSefZiOVId3zeneWfe9x2/n7u3ecZ5Xvkyvfyb3qFV+AWtwi9oFX5Bq4C/zM7N6u7T/6g8p9TtrTjiq8OH9e+kJMc+9apAQE8CqfrDn/+hK0d+rc9XvFVSOBzxj8l6OaXrX23VF8PPlf2vcaWnpi64bv+KFTp69OiCjzF4jaFnL7/X52nrlJTErzlSKcnLNOuBWw2c2H5EGS59YrnzUZdy1mTqi7W/cOX14ZybN29qy5Yt2rBhgySptrZWLS0tMsZEtAaINVqFX9Aq/IJW4Re0CvjLg+/6lbXm51qXttbtrTgiJSVFf/z6a/3dqU+9SppLStKLV8mquXJHfz1eqV/OTUsRvF+tn55W12+/VFLYaOv1b/XCYuj6MUwEY+i7l9/rZ59xf9dP8ZOkFL3xwJdrFazPc+V158Jzuv7tTVV/uceV14ezRkdHlZ2dPX+clZWlyclJTU1NRbQGiDVahV/QKvyCVuEXtAr4yz+f3EuYT7v+4PeHDulBcrKmnPrUq6TXy5Zp7umMqjp6deX4DuX+d3HvV2tmZvTkV1l6nPNT/eZv9zS26rNP3sOyT35mFAKBgBsv65rTqnN7C771F/3pveN4/2uq26026pyrr49P926r4XB4wZaSk5MjWvOu+vp6nT17dv7Y7VbhX7QKv6BV+AWtwi9oFX6x1OYAS93vYvFDnz6V2h/qkiTpxeKe88249M19nV/scwKBBVuN++CV/4YAv6BVOCUnJ0d3796dPx4bG1N6errS0tIiWvOu+vp61dfXx2zPWJpoFX5Bq/ALWoVf0Crwf8wB4DRuNQAAMbZ79251dXVpcHBQktTU1KRQKBTxGiDWaBV+QavwC1qFX9AqAMRGwDDOB4CY6+jo0OnTp/XmzRvl5eXp6tWrGh4e1uHDh/XgwQPLNWvXJsbN0uEftAq/oFX4Ba3CL2gVAJzH4BUAAAAAAAAAHOa7Ww309vaqoqJCmzdvVmlpqe7fv+/2ljyltbVVwWBQxcXFqqys1NDQkNtbSij0Z432Yq+9vV3BYFD5+fnav3+/JicnP2lNIlrMeZ84cUI5OTkqLi5WcXGxDhw44MJO3WGMUU1NjS5evLjg4053Q6vWaNVePFulU3u0ao9WvYNW7dGqd9CqvXhfr/oZcwlrnpxLGB+Znp42GRkZpr293RhjTFtbm8nPz3d5V97x6tUrk5qaagYHB40xxly6dMlUVVW5vKvEQX/WaC/2nj9/btavX28GBgaMMcacOnXK1NbWRrwmES32vMvKysydO3fivT3X9ff3mx07dpjU1FRz4cKFHz3udDe0ao1W7cWzVTq1R6v2aNU7aNUerXoHrdqL9/WqnzGXsObVuYSvBq+tra2mvLx8/jgcDpuHDx+6uCNvmZqaMitXrjTd3d3GGGMaGhpMdXW1y7tKHPRnjfZi79q1a+/9pTEyMmJWr15twuFwRGsS0WLOe2ZmxixfvtyEQiFTVFRkqqurzePHj93YbtzV1dWZlpYWU1NTs+CFrNPd0Ko1WrUXz1bp1B6t2qNV76BVe7TqHbRqL97Xq37GXMKaV+cSvrrVwMDAgDIyMnTo0CGVlpZq165dmp2ddXtbnrFq1So1NTVp+/btyszMVGNjo86fP+/2thIG/VmjvdgbHR1Vdnb2/HFWVpYmJyc1NTUV0ZpEtJjzHh8fV2Vlpc6dO6eenh6VlZUpFArJLIHbnDc2NurgwYOWjzvdDa1ao1V78WyVTu3Rqj1a9Q5atUer3kGr9uJ9vepnzCWseXUu4avB69u3b9XR0aEjR46ou7tbx44dU1VVlV6/fu321jyht7dXDQ0N6u/v1/j4uM6cOaN9+/YtiTfqeKA/a7QXe+FwWIFA4Ed/npycHNGaRLSY887NzVVHR4eKiooUCAR08uRJDQ0N6dGjR3HcqTc53Q2tWqPV6DjZDZ3ao9Xo0Gr80Gp0aDV+aDU6S7mdDzGXsObVuYSvBq+ZmZnauHGjtm3bJkkKhUKam5vT8PCwyzvzhhs3bqi8vFx5eXmSpLq6OvX19WliYsLlnSUG+rNGe7GXk5Oj8fHx+eOxsTGlp6crLS0tojWJaDHn3dPTo+bm5veeZ4xRSkpK3PbpVU53Q6vWaDU6TnZDp/ZoNTq0Gj+0Gh1ajR9ajc5SbudDzCWseXUu4avB6549ezQyMjL/jW23bt1SIBBQbm6uyzvzhpKSEnV2durZs2eSpLa2NuXm5mrdunUu7ywx0J812ou93bt3q6urS4ODg5KkpqYmhUKhiNckosWcd1JSko4fP66RkRFJ0uXLlxUMBpWVlRX3/XqN093QqjVajY6T3dCpPVqNDq3GD61Gh1bjh1ajs5Tb+RBzCWuenUu4cmfZKHR2dpqtW7eawsJCU1JSYm7fvu32ljylsbHRFBQUmGAwaCoqKkxfX5/bW0oo9GeN9mKvvb3dBINBU1BQYPbu3WsmJibMvXv3zKZNm2zXLAWL+d00NzebwsJCU1BQYHbu3LlkvqzgB+9+WUGsu6FVa7T6cfFqlU7t0erH0ao30OrH0ao30OrHxfN61c+YS1jz4lwiYAw3YQQAAAAAAAAAJ/nqVgMAAAAAAAAA4AcMXgEAAAAAAADAYQxeAQAAAAAAAMBhDF4BAAAAAAAAwGEMXgEAAAAAAADAYQxeAQAAAAAAAMBhDF4BAAAAAAAAwGEMXgEAAAAAAADAYf8DtWbniS1hltYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1728x216 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-11-02T14_48_28_arena4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-11-02T16_11_06_arena3\n",
      "No intersecting frames!\n",
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-11-03T14_54_45_arena1\n",
      "No aggression!\n",
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-11-03T16_20_50_arena4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-12-20T12_58_51_arena4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " E:\\Miguel\\PhD\\Results\\Competition\\DL\\Four-Arena Setup\\WT_mating_status\\processed\\virgin_virgin\\video_2017-12-20T14_01_01_arena3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set features to extract from trackfeat files.\n",
    "features = ['pos x', 'pos y', 'ori', 'major axis len', 'minor axis len', 'dist_to_other']\n",
    "\n",
    "average_female_features = {condition: {os.path.basename(experiment): {} for experiment in experiments[condition]} for condition in condition_order}\n",
    "\n",
    "for condition in condition_order:\n",
    "    \n",
    "    print(condition)\n",
    "    \n",
    "    for experiment in experiments[condition]:\n",
    "        \n",
    "        print('\\n', experiment)\n",
    "        \n",
    "        control = True if condition == 'virgin_virgin' else False\n",
    "\n",
    "        # Get female tracking data.\n",
    "        female_aggression_df, female_df, _, aggression_timepoints = helpers.process_track_data(experiment, trackfeat_columns=features, is_control=control, fly_id=2, suppress=True)\n",
    "        if female_aggression_df is None or female_df is None:\n",
    "            print('No aggression!')\n",
    "            continue\n",
    "        \n",
    "        # Get male tracking data.\n",
    "        male_aggression_df, male_df, _, _ = helpers.process_track_data(experiment, trackfeat_columns=features, is_control=control, fly_id=1, suppress=True)\n",
    "\n",
    "        # Transform some of the features: orientation to degrees, and axis lengths to millimeters.\n",
    "        female_aggression_df.fillna(method='ffill', inplace=True)\n",
    "        female_aggression_df['major_axis_len_mm'] = female_aggression_df['major_axis_len'] / PPM\n",
    "        female_aggression_df['minor_axis_len_mm'] = female_aggression_df['minor_axis_len'] / PPM\n",
    "        female_aggression_df['ori_deg'] = female_aggression_df['ori'] * 180 / np.pi\n",
    "        female_aggression_df['ori_deg'] = helpers.fix_orientation_flips(female_aggression_df['ori_deg'])\n",
    "\n",
    "        female_df.fillna(method='ffill', inplace=True)\n",
    "        female_df['major_axis_len_mm'] = female_df['major_axis_len'] / PPM\n",
    "        female_df['minor_axis_len_mm'] = female_df['minor_axis_len'] / PPM\n",
    "        female_df['ori_deg'] = female_df['ori'] * 180 / np.pi\n",
    "        female_df['ori_deg'] = helpers.fix_orientation_flips(female_df['ori_deg'])\n",
    "        \n",
    "        male_aggression_df.fillna(method='ffill', inplace=True)\n",
    "        male_aggression_df['major_axis_len_mm'] = male_aggression_df['major_axis_len'] / PPM\n",
    "        male_aggression_df['minor_axis_len_mm'] = male_aggression_df['minor_axis_len'] / PPM\n",
    "        male_aggression_df['ori_deg'] = male_aggression_df['ori'] * 180 / np.pi\n",
    "        male_aggression_df['ori_deg'] = helpers.fix_orientation_flips(male_aggression_df['ori_deg'])\n",
    "\n",
    "        male_df.fillna(method='ffill', inplace=True)\n",
    "        male_df['major_axis_len_mm'] = male_df['major_axis_len'] / PPM\n",
    "        male_df['minor_axis_len_mm'] = male_df['minor_axis_len'] / PPM\n",
    "        male_df['ori_deg'] = male_df['ori'] * 180 / np.pi\n",
    "        male_df['ori_deg'] = helpers.fix_orientation_flips(male_df['ori_deg'])\n",
    "\n",
    "        # Store each fly's tracking data.\n",
    "        female_behaviors = {'aggressive': female_aggression_df, 'mating': female_df}\n",
    "        male_behaviors = {'aggressive': male_aggression_df, 'mating': male_df}\n",
    "\n",
    "        # Empty dictionary to store the current frame's data in.\n",
    "        female_frame_features = {'height': np.array([]), 'width': np.array([]), 'absolute_theta': np.array([]), 'distance': np.array([])}\n",
    "\n",
    "        # Initialize figure here. This means that if the mating ellipse\n",
    "        # and aggressive major axis don't intersect we will have a blank axis.\n",
    "        n_events = len(aggression_timepoints)\n",
    "        n_cols = n_events\n",
    "        figure, axis = plt.subplots(nrows=1, ncols=n_cols, figsize=(3 * n_cols, 3))\n",
    "        if n_cols == 1:\n",
    "            axis = [axis]\n",
    "        \n",
    "        # For each bout, get its duration and number of frames whrere there is intersection with mating female ellipse.\n",
    "        female_bout_frames = {'bout' + str(n + 1): {'duration': 0, 'contacts': 0} for n in range(n_events)}\n",
    "        \n",
    "        # Number of bouts in which there is at least one direct hit frame. Initialized here to zero, and incremented below.\n",
    "        n_direct_bouts = 0\n",
    "        \n",
    "        # For each aggression bout of the current female, get parameters for all frames\n",
    "        # where the mating ellipse and aggressive major axis intersect.\n",
    "        for n, event in enumerate(aggression_timepoints):\n",
    "            \n",
    "            # Get current bout duration.\n",
    "            female_bout_frames['bout' + str(n + 1)]['duration'] = event[1] - event[0] + 1\n",
    "\n",
    "            # Set flag so we only plot the first frame of each aggressive bout where there is intersection between the aggressive female's line and the mating female's ellipse.\n",
    "            first_valid_frame = True\n",
    "            for frame in range(event[0], event[1]+1):\n",
    "\n",
    "                # Calculate mating ellipse parameters.\n",
    "                female_params = helpers.get_parameters(frame, female_behaviors, PPM, inner_color='firebrick')\n",
    "                male_params = helpers.get_parameters(frame, male_behaviors, PPM, inner_color='steelblue')\n",
    "\n",
    "                # If the two females' lines don't intersect, skip to the next frame.\n",
    "                if female_params is None:\n",
    "                    continue\n",
    "\n",
    "                # If the aggressive females' lines doesn't intersect with the mating female's ellipse, skip to the next frame.\n",
    "                if not helpers.is_intersecting(female_params):\n",
    "                    continue\n",
    "                    \n",
    "                # If the aggressive female is actually targeting the male, skip this frame.   \n",
    "                try:\n",
    "                    if female_params['dist_to_aggressor'] > male_params['dist_to_aggressor']:\n",
    "                        continue\n",
    "                except TypeError:\n",
    "                    pass  # This means that only the male_params returned None, but there is at least some data regarding the female.\n",
    "\n",
    "                # Get ellipse width, height, angle and distance for the current frame.\n",
    "                female_frame_features['height'] = np.append(female_frame_features['height'], female_params['mating']['height'])\n",
    "                female_frame_features['width'] = np.append(female_frame_features['width'], female_params['mating']['width'])\n",
    "                female_frame_features['absolute_theta'] = np.append(female_frame_features['absolute_theta'], female_params['absolute_theta'])\n",
    "                female_frame_features['distance'] = np.append(female_frame_features['distance'], female_aggression_df.loc[frame, 'dist_to_other'])\n",
    "                \n",
    "                # Increment bout frame number for targetting female.\n",
    "                female_bout_frames['bout' + str(n + 1)]['contacts'] += 1\n",
    "\n",
    "                # Draw calculated components for the first frame only.\n",
    "                if first_valid_frame:\n",
    "                    helpers.draw_components(female_params, n, axis)\n",
    "                    plt.suptitle(os.path.basename(experiment), y=1.25)\n",
    "                    n_direct_bouts += 1\n",
    "                    first_valid_frame = False\n",
    "        \n",
    "        # If, out of all aggression frames, none of them intersect, skip to the next experiment.\n",
    "        if len(female_frame_features['absolute_theta']) == 0:\n",
    "            print('No intersecting frames!')\n",
    "            plt.close()\n",
    "            continue\n",
    "\n",
    "        # Get the average height and width so we can later recreate an average elliptical representation of the current female.\n",
    "        # Also get all angles and distances for each frame analyzed.\n",
    "        average_female_features[condition][os.path.basename(experiment)]['height'] = female_frame_features['height'].mean()\n",
    "        average_female_features[condition][os.path.basename(experiment)]['width'] = female_frame_features['width'].mean()\n",
    "        average_female_features[condition][os.path.basename(experiment)]['absolute_theta'] = female_frame_features['absolute_theta']\n",
    "        average_female_features[condition][os.path.basename(experiment)]['distance'] = female_frame_features['distance']\n",
    "        average_female_features[condition][os.path.basename(experiment)]['n_aggression_frames'] = np.array([event[1] - event[0] + 1 for event in aggression_timepoints]).sum()\n",
    "        average_female_features[condition][os.path.basename(experiment)]['n_direct_hits'] = len(female_frame_features['absolute_theta'])\n",
    "        average_female_features[condition][os.path.basename(experiment)]['n_aggression_bouts'] = len(aggression_timepoints)\n",
    "        average_female_features[condition][os.path.basename(experiment)]['n_direct_bouts'] = n_direct_bouts\n",
    "        average_female_features[condition][os.path.basename(experiment)]['bout_composition'] = female_bout_frames\n",
    "\n",
    "        plt.show()\n",
    "        plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## For each experiment in each condition, which body parts are being hit?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Clean data dictionary by removing entries with empty dictionaries.\n",
    "clean_average_female_features = {condition: {} for condition in condition_order}\n",
    "for condition in condition_order:\n",
    "    for experiment in average_female_features[condition]:\n",
    "        if average_female_features[condition][experiment]:\n",
    "            clean_average_female_features[condition][experiment] = average_female_features[condition][experiment]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "female_img = mpimg.imread(r'E:\\Miguel\\PhD\\Code\\Python\\Jupyter Notebooks\\aggression_analysis\\Four_Arenas\\WT_mating_status\\img\\female_dorsal_side.png')\n",
    "\n",
    "default_cond = 'virgin_virgin'\n",
    "default_exp = 'video_2017-09-07T14_37_38_arena3'\n",
    "\n",
    "for condition in condition_order:\n",
    "\n",
    "    for n, experiment in enumerate(clean_average_female_features[condition]):\n",
    "\n",
    "        # Initialize figure.\n",
    "        figure, axis = plt.subplots()\n",
    "\n",
    "        avg_female_width = clean_average_female_features[default_cond][default_exp]['width']\n",
    "        avg_female_height = clean_average_female_features[default_cond][default_exp]['height']\n",
    "        female_ratio = avg_female_height / avg_female_width\n",
    "        female_image_box = OffsetImage(arr=female_img, zoom=female_ratio*0.85, alpha=1)\n",
    "        female_annotation_box = AnnotationBbox(offsetbox=female_image_box, xy=(0.1, -0.05), frameon=False)\n",
    "        female_annotation_box.set_zorder(0)\n",
    "        axis.add_artist(female_annotation_box)\n",
    "\n",
    "        female_current_ellipse = mpl.patches.Ellipse((0, 0), avg_female_width, avg_female_height, angle=0, fill=False, linewidth=2) # angle=90 to set ellipse upright.\n",
    "        axis.add_patch(female_current_ellipse)\n",
    "\n",
    "        # Figure and axes formatting.\n",
    "        axis.set_xlim(-2, 2)\n",
    "        axis.set_xticklabels([''])\n",
    "        axis.set_ylim(-2, 2)\n",
    "        axis.set_yticks([])\n",
    "        axis.set_yticklabels([''])\n",
    "        axis.spines['left'].set_position('zero')\n",
    "        axis.spines['bottom'].set_position('zero')\n",
    "\n",
    "        absolute_theta = clean_average_female_features[condition][experiment]['absolute_theta']\n",
    "\n",
    "        axis.set_title(experiment + '\\n(# Frames = ' + str(len(absolute_theta)) + ')', size=20)\n",
    "\n",
    "        origin = (0, 0)\n",
    "        for current_angle in absolute_theta:\n",
    "\n",
    "            hypotenuse = abs(avg_female_width / np.cos(np.deg2rad(current_angle)))\n",
    "\n",
    "            opposite_side = np.sin(np.deg2rad(current_angle)) * hypotenuse\n",
    "            adjacent_side = np.cos(np.deg2rad(current_angle)) * hypotenuse\n",
    "\n",
    "            target = (origin[0] - adjacent_side, origin[1] + opposite_side)\n",
    "\n",
    "            female_current_parameters = {'centroid': origin, 'width': avg_female_width, 'height': avg_female_height, 'angle': 0, 'ellipse': female_current_ellipse} # 'angle': 90 to set calculations for upright image.\n",
    "            female_body_point = helpers.get_body_point(target, origin, female_current_parameters)\n",
    "\n",
    "            axis.plot(female_body_point[0], female_body_point[1], marker='o', color='r', markersize=7, alpha=0.5)\n",
    "\n",
    "        plt.show()\n",
    "        plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## For each each condition, pooling all experiments together, which body parts are being hit?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_female_angles = {condition: np.array([]) for condition in condition_order}\n",
    "all_female_widths = {condition: np.array([]) for condition in condition_order}\n",
    "all_female_heights = {condition: np.array([]) for condition in condition_order}\n",
    "all_female_distances = {condition: np.array([]) for condition in condition_order}\n",
    "avg_female_widths = {}\n",
    "avg_female_heights = {}\n",
    "\n",
    "for condition in condition_order:\n",
    "\n",
    "    for key in clean_average_female_features[condition]:\n",
    "\n",
    "        if clean_average_female_features[condition][key]:\n",
    "\n",
    "            all_female_angles[condition] = np.append(all_female_angles[condition], clean_average_female_features[condition][key]['absolute_theta'])\n",
    "            all_female_widths[condition] = np.append(all_female_widths[condition], clean_average_female_features[condition][key]['width'])\n",
    "            all_female_heights[condition] = np.append(all_female_heights[condition], clean_average_female_features[condition][key]['height'])\n",
    "            all_female_distances[condition] = np.append(all_female_distances[condition], clean_average_female_features[condition][key]['distance'])\n",
    "\n",
    "    avg_female_widths[condition] = np.nanmean(all_female_widths[condition])\n",
    "    avg_female_heights[condition] = np.nanmean(all_female_heights[condition])\n",
    "\n",
    "# print(all_female_angles)\n",
    "# print(avg_female_widths)\n",
    "# print(avg_female_heights)\n",
    "# print(all_female_distances)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "female_img = mpimg.imread(r'E:\\Miguel\\PhD\\Code\\Python\\Jupyter Notebooks\\aggression_analysis\\Four_Arenas\\WT_mating_status\\img\\female_dorsal_side.png')\n",
    "\n",
    "female_factors = [0.90, 0.85, 0.95]\n",
    "female_factor_dict = {condition: female_factors[n] for n, condition in enumerate(condition_order)}\n",
    "\n",
    "for condition in condition_order:\n",
    "\n",
    "    # Initialize figure.\n",
    "    figure, axis = plt.subplots()\n",
    "\n",
    "    female_ratio = avg_female_heights[condition] / avg_female_widths[condition]\n",
    "    female_image_box = OffsetImage(arr=female_img, zoom=female_ratio*female_factor_dict[condition], alpha=1)\n",
    "    female_annotation_box = AnnotationBbox(offsetbox=female_image_box, xy=(0.1, -0.05), frameon=False)\n",
    "    female_annotation_box.set_zorder(0)\n",
    "    axis.add_artist(female_annotation_box)\n",
    "\n",
    "    female_current_ellipse = mpl.patches.Ellipse((0, 0), avg_female_widths[condition], avg_female_heights[condition], angle=0, fill=False, linewidth=2) # angle=90 to set ellipse upright.\n",
    "    axis.add_patch(female_current_ellipse)\n",
    "\n",
    "    # Figure and axes formatting.\n",
    "    axis.set_title(condition + '\\n(# Frames = ' + str(len(all_female_angles[condition])) + ')', size=20)\n",
    "    axis.set_xlim(-2, 2)\n",
    "    axis.set_xticklabels([''])\n",
    "    axis.set_ylim(-2, 2)\n",
    "    axis.set_yticks([])\n",
    "    axis.set_yticklabels([''])\n",
    "    axis.spines['left'].set_position('zero')\n",
    "    axis.spines['bottom'].set_position('zero')\n",
    "\n",
    "    origin = (0, 0)\n",
    "    for current_angle in all_female_angles[condition]:\n",
    "\n",
    "        hypotenuse = abs(avg_female_widths[condition] / np.cos(np.deg2rad(current_angle)))\n",
    "\n",
    "        opposite_side = np.sin(np.deg2rad(current_angle)) * hypotenuse\n",
    "        adjacent_side = np.cos(np.deg2rad(current_angle)) * hypotenuse\n",
    "\n",
    "        target = (origin[0] - adjacent_side, origin[1] + opposite_side)\n",
    "\n",
    "        female_current_parameters = {'centroid': origin, 'width': avg_female_widths[condition], 'height': avg_female_heights[condition], 'angle': 0, 'ellipse': female_current_ellipse} # 'angle': 90 to set calculations for upright image.\n",
    "        female_body_point = helpers.get_body_point(target, origin, female_current_parameters)\n",
    "\n",
    "        axis.plot(female_body_point[0], female_body_point[1], marker='o', color='r', markersize=7, alpha=0.2)\n",
    "\n",
    "    # Saving parameters.\n",
    "#    filename = 'female_body_hits_global_' + condition\n",
    "#    plt.savefig(os.path.join(savepath, filename))\n",
    "\n",
    "    plt.show()\n",
    "    plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Since pooled body hits are inscrutable, what is the distribution of body position angles that hit for all experiments in each condition?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2D-Histogram Representation of Body Hit Angles\n",
    "This is to eliminate the necessity of having radial axis, since in this case distance between the flies is not a revelevant metric for the current analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for n, condition in enumerate(condition_order):\n",
    "    \n",
    "    # Initialize figure.\n",
    "    figure, axis = plt.subplots(figsize=(8, 4))\n",
    "    \n",
    "    # Convert all angles to positive.\n",
    "    female_angles = abs(all_female_angles[condition])\n",
    "    \n",
    "    # Remove any NaNs from the array.\n",
    "    female_angles = female_angles[~np.isnan(female_angles)]\n",
    "\n",
    "    # Change the bin weights, so that the sum of all bars is equal to 1 (otherwise the area under the kde curve is equal to 1, which is less interpretable).\n",
    "    bin_weights = np.ones_like(female_angles) / len(female_angles)\n",
    "    \n",
    "    # Draw the histogram.\n",
    "    sns.distplot(female_angles,\n",
    "                 kde=False,\n",
    "                 bins=36,\n",
    "                 hist_kws={'facecolor': 'steelblue', 'alpha': 1, 'weights': bin_weights}\n",
    "                )\n",
    "    \n",
    "    # Figure and axes formatting.\n",
    "    axis.set_xlabel('Body Length (%)')\n",
    "    axis.set_xlim(0, 180+1)\n",
    "    axis.set_xticks(range(0, 180+1, 45))\n",
    "    axis.set_xticklabels(range(0, 100+1, 25))\n",
    "    axis.tick_params(axis='x', length=10, width=2, pad=6)\n",
    "    axis.set_ylim(0, 0.07)\n",
    "    axis.set_ylabel('Relative Frequency (%)')\n",
    "    axis.set_yticklabels([int(label*100) for label in axis.get_yticks()])\n",
    "    \n",
    "    # Saving parameters.\n",
    "    filename = 'female_body_hits_angles_2d_histogram_' + condition\n",
    "    plt.savefig(os.path.join(savepath, filename))\n",
    "    \n",
    "    plt.show()\n",
    "    plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
